
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns


df = pd.read_csv('train_data.csv')
df.drop('id', axis=1, inplace=True)


df.head()


df.isnull().sum()

McCabeLineCount                        0
McCabeCyclomaticComplexity             0
McCabeEssentialComplexity              0
McCabeDesignComplexity             16328
HalsteadTotalOperatorsOperands         0
HalsteadVolume                     13718
HalsteadProgramLength                  0
HalsteadDifficulty                  7542
HalsteadIntelligence                5441
HalsteadEffort                         0
HalsteadB                              0
HalsteadTimeEstimator              13856
HalsteadLineCountCode               6229
HalsteadLineCountComment               0
HalsteadLineCountBlank             14139
HalsteadLineCountCodeAndComment     4537
UniqueOperators                    10698
UniqueOperands                         0
TotalOperators                     12735
TotalOperands                          0
BranchCount                            0
defects                                0
CodeDensity                         5712
OperatorToOperandRatio             17436
CommentDensity                     23845
ComplexityEfficiency                3645
OperandsPerOperator                 5777
CodeAndCommentRatio                 5746
CodeAge                            13761
CodeLanguage                           0
CodeSizeCategory                   14632
CodeType                            9782
CodeQuality                            0
QualityScore                           0
IsDeprecated                        6517
TeamSize                               0
dtype: int64


# Define threshold to drop columns with more than 50% missing values
threshold = len(df) * 0.5

# Drop columns with excessive missing values
df_dropped = df.dropna(thresh=threshold, axis=1)

# Fill missing values in numerical columns with the median
numerical_cols = df_dropped.select_dtypes(include=['float64', 'int64']).columns
df_dropped[numerical_cols] = df_dropped[numerical_cols].apply(lambda x: x.fillna(x.median()), axis=0)
df.head()
df.shape

(38303, 36)


# pre - processing
numerical_cols_arr = ["HalsteadDifficulty", "HalsteadLineCountBlank", "UniqueOperators", "OperatorToOperandRatio", "ComplexityEfficiency", "CodeAndCommentRatio"]
print(numerical_cols)
print(numerical_cols_arr)

def convert_to_float(value):
        df[value] = df[value].astype(float)
        df[value].replace([np.inf, -np.inf], np.nan, inplace=True)
        df[value].replace('nan', np.nan, inplace=True)
        df[value].replace('NAN', np.nan, inplace=True)
        df[value].fillna(df[value].median(), inplace=True)

for col in numerical_cols:
    convert_to_float(col)

for i in numerical_cols_arr:
  convert_to_float(i)

Index(['McCabeLineCount', 'McCabeCyclomaticComplexity',
       'McCabeEssentialComplexity', 'McCabeDesignComplexity',
       'HalsteadTotalOperatorsOperands', 'HalsteadVolume',
       'HalsteadProgramLength', 'HalsteadIntelligence', 'HalsteadEffort',
       'HalsteadB', 'HalsteadTimeEstimator', 'HalsteadLineCountCode',
       'HalsteadLineCountComment', 'HalsteadLineCountCodeAndComment',
       'UniqueOperands', 'TotalOperators', 'TotalOperands', 'BranchCount',
       'CodeDensity', 'CommentDensity', 'OperandsPerOperator',
       'CodeAndCommentRatio', 'CodeAge', 'CodeQuality', 'QualityScore',
       'IsDeprecated', 'TeamSize'],
      dtype='object')
['HalsteadDifficulty', 'HalsteadLineCountBlank', 'UniqueOperators', 'OperatorToOperandRatio', 'ComplexityEfficiency', 'CodeAndCommentRatio']


# Fill missing values with the mode for each categorical column
#categorical_cols = df.select_dtypes(include=['object', 'category', 'bool']).columns
categorical_cols = df.select_dtypes(include=['object', 'category']).columns
print(categorical_cols)

# Replace missing values in categorical columns with the mode
for column in categorical_cols:
    df[column].replace('nan', np.nan, inplace=True)
    df[column].replace('NAN', np.nan, inplace=True)
    df[column].fillna(df[column].mode()[0], inplace=True)
    #df.dropna(inplace=True)

Index(['CodeLanguage', 'CodeSizeCategory', 'CodeType'], dtype='object')


# Display the final summary of missing values

print(df.isnull().sum())

McCabeLineCount                    0
McCabeCyclomaticComplexity         0
McCabeEssentialComplexity          0
McCabeDesignComplexity             0
HalsteadTotalOperatorsOperands     0
HalsteadVolume                     0
HalsteadProgramLength              0
HalsteadDifficulty                 0
HalsteadIntelligence               0
HalsteadEffort                     0
HalsteadB                          0
HalsteadTimeEstimator              0
HalsteadLineCountCode              0
HalsteadLineCountComment           0
HalsteadLineCountBlank             0
HalsteadLineCountCodeAndComment    0
UniqueOperators                    0
UniqueOperands                     0
TotalOperators                     0
TotalOperands                      0
BranchCount                        0
defects                            0
CodeDensity                        0
OperatorToOperandRatio             0
CommentDensity                     0
ComplexityEfficiency               0
OperandsPerOperator                0
CodeAndCommentRatio                0
CodeAge                            0
CodeLanguage                       0
CodeSizeCategory                   0
CodeType                           0
CodeQuality                        0
QualityScore                       0
IsDeprecated                       0
TeamSize                           0
dtype: int64


def remove_nan(column):

  df[column].replace('nan', np.nan, inplace=True)
  df[column].replace('NAN', np.nan, inplace=True)
  df[column].fillna(df[column].mode()[0], inplace=True)
  #df.dropna(inplace=True)

#categorical_feature_arr = ["defects","CodeType", "CodeSizeCategory","CodeLanguage"]

for i in categorical_cols:
  remove_nan(i)

def drop_na(df, col):
  df[col].fillna(df[col].mode()[0], inplace=True)
  df.dropna(inplace=True)
  df = df.dropna(subset=[col])

#for i in categorical_cols:
  #drop_na(df, i)


# Fill missing values with the mean
df[numerical_cols] = df[numerical_cols].fillna(df[numerical_cols].median())
df.head(20)


df.isnull().sum()

McCabeLineCount                    0
McCabeCyclomaticComplexity         0
McCabeEssentialComplexity          0
McCabeDesignComplexity             0
HalsteadTotalOperatorsOperands     0
HalsteadVolume                     0
HalsteadProgramLength              0
HalsteadDifficulty                 0
HalsteadIntelligence               0
HalsteadEffort                     0
HalsteadB                          0
HalsteadTimeEstimator              0
HalsteadLineCountCode              0
HalsteadLineCountComment           0
HalsteadLineCountBlank             0
HalsteadLineCountCodeAndComment    0
UniqueOperators                    0
UniqueOperands                     0
TotalOperators                     0
TotalOperands                      0
BranchCount                        0
defects                            0
CodeDensity                        0
OperatorToOperandRatio             0
CommentDensity                     0
ComplexityEfficiency               0
OperandsPerOperator                0
CodeAndCommentRatio                0
CodeAge                            0
CodeLanguage                       0
CodeSizeCategory                   0
CodeType                           0
CodeQuality                        0
QualityScore                       0
IsDeprecated                       0
TeamSize                           0
dtype: int64


df.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 74795 entries, 0 to 74794
Data columns (total 36 columns):
 #   Column                           Non-Null Count  Dtype  
---  ------                           --------------  -----  
 0   McCabeLineCount                  74795 non-null  float64
 1   McCabeCyclomaticComplexity       74795 non-null  float64
 2   McCabeEssentialComplexity        74795 non-null  float64
 3   McCabeDesignComplexity           74795 non-null  float64
 4   HalsteadTotalOperatorsOperands   74795 non-null  float64
 5   HalsteadVolume                   74795 non-null  float64
 6   HalsteadProgramLength            74795 non-null  float64
 7   HalsteadDifficulty               74795 non-null  float64
 8   HalsteadIntelligence             74795 non-null  float64
 9   HalsteadEffort                   74795 non-null  float64
 10  HalsteadB                        74795 non-null  float64
 11  HalsteadTimeEstimator            74795 non-null  float64
 12  HalsteadLineCountCode            74795 non-null  float64
 13  HalsteadLineCountComment         74795 non-null  float64
 14  HalsteadLineCountBlank           74795 non-null  float64
 15  HalsteadLineCountCodeAndComment  74795 non-null  float64
 16  UniqueOperators                  74795 non-null  float64
 17  UniqueOperands                   74795 non-null  float64
 18  TotalOperators                   74795 non-null  float64
 19  TotalOperands                    74795 non-null  float64
 20  BranchCount                      74795 non-null  float64
 21  defects                          74795 non-null  bool   
 22  CodeDensity                      74795 non-null  float64
 23  OperatorToOperandRatio           74795 non-null  float64
 24  CommentDensity                   74795 non-null  float64
 25  ComplexityEfficiency             74795 non-null  float64
 26  OperandsPerOperator              74795 non-null  float64
 27  CodeAndCommentRatio              74795 non-null  float64
 28  CodeAge                          74795 non-null  float64
 29  CodeLanguage                     74795 non-null  object 
 30  CodeSizeCategory                 74795 non-null  object 
 31  CodeType                         74795 non-null  object 
 32  CodeQuality                      74795 non-null  float64
 33  QualityScore                     74795 non-null  float64
 34  IsDeprecated                     74795 non-null  float64
 35  TeamSize                         74795 non-null  float64
dtypes: bool(1), float64(32), object(3)
memory usage: 20.0+ MB


# Pre-processing - to lower
def to_lower(cols):
  df[cols]= df[cols].astype(str)
  df[cols]= df[cols].str.lower()
  df[cols].head()

for i in categorical_cols:
  to_lower(i)


df.head()


def value_counts(cols):
  df[cols].value_counts()
  print(df[cols].value_counts())

for i in categorical_cols:
  value_counts(i)

CodeLanguage
java          15088
ruby          15063
python        14952
javascript    14914
c++           14778
Name: count, dtype: int64
CodeSizeCategory
large     35264
small     19848
medium    19683
Name: count, dtype: int64
CodeType
web application        31902
library                21468
desktop application    21425
Name: count, dtype: int64


def value_counts_plot(cols):
  df[cols].value_counts(normalize=False).plot(kind="bar")
  #plt.ylim(0, 20000)
  plt.show()

value_counts_plot('defects')


from sklearn.preprocessing import StandardScaler  # Import StandardScaler
# Normalize numerical variables
scaler = StandardScaler()
for col in numerical_cols:
    df[col] = scaler.fit_transform(df[[col]])
#df[df.select_dtypes(include=[np.number]).columns] = scaler.fit_transform(df.select_dtypes(include=[np.number]))


# One-Hot Encoding for categorical columns
#df_encoded = pd.get_dummies(df, columns=categorical_cols, drop_first=True)
#df_encoded.head()

from sklearn.preprocessing import LabelEncoder

def label_encoding(value):
   le=LabelEncoder()
   df[value]=le.fit_transform(df[value])

for i in categorical_cols:
  label_encoding(i)


df.head()


df[numerical_cols].describe()


#Create violin plots for each feature
plt.figure(figsize=(15, 10))
sns.violinplot(data=df[numerical_cols])
plt.title("Violin Plots of Multiple Numerical Features")
plt.ylabel("Values")
plt.xticks(rotation=90)
plt.show()


# Box plot of all features
import seaborn as sns
df.plot(subplots=True,kind="box",layout=(20,20),figsize=(20,20))

McCabeLineCount                       Axes(0.125,0.847647;0.032563x0.0323529)
McCabeCyclomaticComplexity         Axes(0.164076,0.847647;0.032563x0.0323529)
McCabeEssentialComplexity          Axes(0.203151,0.847647;0.032563x0.0323529)
McCabeDesignComplexity             Axes(0.242227,0.847647;0.032563x0.0323529)
HalsteadTotalOperatorsOperands     Axes(0.281303,0.847647;0.032563x0.0323529)
HalsteadVolume                     Axes(0.320378,0.847647;0.032563x0.0323529)
HalsteadProgramLength              Axes(0.359454,0.847647;0.032563x0.0323529)
HalsteadDifficulty                 Axes(0.398529,0.847647;0.032563x0.0323529)
HalsteadIntelligence               Axes(0.437605,0.847647;0.032563x0.0323529)
HalsteadEffort                     Axes(0.476681,0.847647;0.032563x0.0323529)
HalsteadB                          Axes(0.515756,0.847647;0.032563x0.0323529)
HalsteadTimeEstimator              Axes(0.554832,0.847647;0.032563x0.0323529)
HalsteadLineCountCode              Axes(0.593908,0.847647;0.032563x0.0323529)
HalsteadLineCountComment           Axes(0.632983,0.847647;0.032563x0.0323529)
HalsteadLineCountBlank             Axes(0.672059,0.847647;0.032563x0.0323529)
HalsteadLineCountCodeAndComment    Axes(0.711134,0.847647;0.032563x0.0323529)
UniqueOperators                     Axes(0.75021,0.847647;0.032563x0.0323529)
UniqueOperands                     Axes(0.789286,0.847647;0.032563x0.0323529)
TotalOperators                     Axes(0.828361,0.847647;0.032563x0.0323529)
TotalOperands                      Axes(0.867437,0.847647;0.032563x0.0323529)
BranchCount                           Axes(0.125,0.808824;0.032563x0.0323529)
CodeDensity                        Axes(0.164076,0.808824;0.032563x0.0323529)
OperatorToOperandRatio             Axes(0.203151,0.808824;0.032563x0.0323529)
CommentDensity                     Axes(0.242227,0.808824;0.032563x0.0323529)
ComplexityEfficiency               Axes(0.281303,0.808824;0.032563x0.0323529)
OperandsPerOperator                Axes(0.320378,0.808824;0.032563x0.0323529)
CodeAndCommentRatio                Axes(0.359454,0.808824;0.032563x0.0323529)
CodeAge                            Axes(0.398529,0.808824;0.032563x0.0323529)
CodeLanguage                       Axes(0.437605,0.808824;0.032563x0.0323529)
CodeSizeCategory                   Axes(0.476681,0.808824;0.032563x0.0323529)
CodeType                           Axes(0.515756,0.808824;0.032563x0.0323529)
CodeQuality                        Axes(0.554832,0.808824;0.032563x0.0323529)
QualityScore                       Axes(0.593908,0.808824;0.032563x0.0323529)
IsDeprecated                       Axes(0.632983,0.808824;0.032563x0.0323529)
TeamSize                           Axes(0.672059,0.808824;0.032563x0.0323529)
dtype: object


# Create box plots for all numerical values
import matplotlib.pyplot as plt

# Create box plots for each numerical feature
plt.figure(figsize=(15, 10))  # Adjust figure size as needed
df[numerical_cols].boxplot()
#sns.boxplot(data=df, y= 'HalsteadEffort')
plt.xticks(rotation=90)  # Rotate x-axis labels for readability
plt.title('Box Plots of Numerical Features')
plt.show()


#Picking features with highest variability
high_variability_features = ["McCabeLineCount", "HalsteadEffort", "HalsteadVolume", "HalsteadTotalOperatorsOperands","HalsteadTimeEstimator","HalsteadIntelligence","CodeAge"]


# Show box plot of features with highest variability
def show_all_boxplots(array):
    plt.figure(figsize=(15, 10))
    sns.boxplot(data=df[array])
    plt.title(f'Box Plots')
    plt.xticks(rotation=90)  # Rotate x-axis labels for readability
    plt.show()


show_all_boxplots(high_variability_features)


# Individual box plots
def show_boxplot(column):
  sns.boxplot(data=df, y=column)
  plt.title(f'Box Plot of {column}')
  plt.xticks(rotation=90)  # Rotate x-axis labels for readability
  plt.show()

for i in high_variability_features:
  show_boxplot(i)


import numpy as np

outlier_indices = {}
for feature in numerical_cols:
    Q1 = df[feature].quantile(0.25)
    Q3 = df[feature].quantile(0.75)
    IQR = Q3 - Q1
    lower_bound = Q1 - 1.5 * IQR
    upper_bound = Q3 + 1.5 * IQR

    outlier_indices[feature] = df[(df[feature] < lower_bound) | (df[feature] > upper_bound)].index.tolist()

# Print outliers for each feature
for feature, indices in outlier_indices.items():
    print(f"Outliers in {feature}: {indices}")

Outliers in McCabeLineCount: [1, 18, 19, 26, 61, 64, 67, 71, 82, 103, 142, 146, 148, 156, 164, 185, 203, 205, 215, 250, 263, 267, 271, 274, 305, 309, 317, 321, 344, 351, 362, 399, 406, 410, 413, 429, 431, 441, 447, 502, 504, 516, 526, 532, 547, 549, 550, 551, 567, 572, 579, 580, 581, 592, 601, 608, 617, 637, 679, 683, 692, 703, 739, 742, 743, 750, 752, 754, 770, 784, 793, 819, 838, 841, 845, 853, 866, 880, 893, 898, 910, 911, 932, 944, 945, 955, 961, 968, 975, 976, 978, 981, 997, 1031, 1049, 1051, 1058, 1065, 1066, 1068, 1098, 1124, 1148, 1172, 1182, 1186, 1207, 1215, 1269, 1301, 1335, 1351, 1371, 1388, 1406, 1407, 1426, 1428, 1430, 1433, 1437, 1439, 1441, 1446, 1463, 1469, 1480, 1501, 1504, 1512, 1516, 1545, 1553, 1562, 1567, 1576, 1585, 1588, 1589, 1594, 1607, 1616, 1628, 1640, 1642, 1643, 1653, 1656, 1677, 1685, 1696, 1701, 1702, 1726, 1749, 1759, 1760, 1777, 1785, 1786, 1789, 1810, 1811, 1817, 1828, 1843, 1851, 1859, 1879, 1894, 1896, 1923, 1928, 1947, 1954, 1993, 2001, 2014, 2022, 2035, 2040, 2050, 2061, 2065, 2096, 2097, 2111, 2144, 2146, 2161, 2185, 2195, 2223, 2245, 2259, 2260, 2274, 2281, 2299, 2304, 2311, 2327, 2332, 2367, 2373, 2376, 2384, 2396, 2403, 2411, 2413, 2418, 2421, 2423, 2428, 2429, 2439, 2442, 2455, 2467, 2497, 2504, 2517, 2549, 2555, 2570, 2580, 2597, 2606, 2608, 2609, 2620, 2621, 2622, 2630, 2642, 2655, 2667, 2682, 2693, 2722, 2724, 2737, 2748, 2756, 2759, 2772, 2794, 2821, 2848, 2858, 2864, 2887, 2889, 2897, 2902, 2920, 2936, 2941, 2948, 2964, 2977, 2988, 2993, 3009, 3012, 3014, 3027, 3038, 3040, 3066, 3106, 3121, 3163, 3190, 3192, 3206, 3230, 3268, 3273, 3283, 3314, 3315, 3316, 3319, 3324, 3354, 3358, 3359, 3368, 3420, 3422, 3438, 3439, 3443, 3456, 3468, 3481, 3490, 3497, 3504, 3511, 3512, 3528, 3539, 3540, 3543, 3551, 3569, 3587, 3607, 3613, 3638, 3641, 3644, 3650, 3660, 3671, 3681, 3691, 3722, 3762, 3766, 3777, 3793, 3820, 3821, 3828, 3836, 3842, 3864, 3869, 3876, 3898, 3903, 3909, 3915, 3916, 3921, 3944, 3966, 3967, 4007, 4014, 4019, 4021, 4023, 4029, 4042, 4055, 4063, 4082, 4094, 4108, 4122, 4142, 4150, 4159, 4168, 4170, 4171, 4172, 4182, 4187, 4204, 4244, 4248, 4254, 4273, 4291, 4299, 4301, 4308, 4312, 4331, 4354, 4358, 4385, 4399, 4409, 4412, 4415, 4429, 4432, 4449, 4458, 4462, 4492, 4521, 4529, 4535, 4545, 4551, 4558, 4579, 4628, 4674, 4710, 4713, 4721, 4723, 4746, 4747, 4757, 4773, 4780, 4784, 4788, 4804, 4805, 4816, 4817, 4838, 4850, 4856, 4875, 4891, 4892, 4897, 4948, 4963, 4964, 4973, 4978, 4994, 5008, 5009, 5013, 5022, 5061, 5067, 5068, 5076, 5082, 5092, 5097, 5109, 5145, 5169, 5177, 5180, 5181, 5193, 5194, 5197, 5206, 5209, 5226, 5237, 5288, 5306, 5330, 5336, 5353, 5365, 5389, 5396, 5435, 5442, 5471, 5487, 5496, 5504, 5505, 5516, 5519, 5521, 5522, 5539, 5557, 5562, 5581, 5582, 5595, 5596, 5625, 5638, 5662, 5684, 5685, 5693, 5710, 5714, 5719, 5722, 5726, 5737, 5738, 5743, 5745, 5782, 5795, 5796, 5804, 5813, 5821, 5822, 5847, 5893, 5914, 5947, 5950, 5959, 5977, 5999, 6015, 6019, 6058, 6059, 6070, 6087, 6105, 6119, 6128, 6131, 6135, 6139, 6147, 6160, 6174, 6185, 6218, 6230, 6247, 6251, 6266, 6281, 6287, 6301, 6312, 6353, 6381, 6413, 6419, 6464, 6470, 6476, 6478, 6482, 6541, 6564, 6582, 6588, 6610, 6615, 6640, 6662, 6670, 6678, 6704, 6711, 6719, 6728, 6794, 6796, 6805, 6838, 6847, 6851, 6872, 6876, 6889, 6892, 6898, 6904, 6905, 6907, 6917, 6920, 6925, 6966, 6979, 6980, 6985, 6991, 7007, 7018, 7021, 7030, 7058, 7060, 7063, 7081, 7083, 7095, 7101, 7104, 7111, 7117, 7134, 7136, 7141, 7146, 7155, 7158, 7162, 7172, 7183, 7229, 7242, 7274, 7276, 7347, 7368, 7380, 7394, 7399, 7414, 7424, 7427, 7437, 7444, 7446, 7471, 7515, 7539, 7543, 7564, 7589, 7593, 7603, 7629, 7644, 7653, 7657, 7701, 7708, 7726, 7742, 7744, 7752, 7770, 7772, 7773, 7776, 7777, 7799, 7801, 7805, 7818, 7821, 7846, 7858, 7861, 7885, 7889, 7905, 7918, 7924, 7925, 7962, 7972, 7994, 8001, 8017, 8023, 8038, 8065, 8077, 8096, 8107, 8108, 8159, 8186, 8205, 8213, 8214, 8217, 8244, 8249, 8253, 8258, 8281, 8286, 8295, 8316, 8352, 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10366, 10368, 10373, 10376, 10380, 10384, 10408, 10436, 10476, 10480, 10481, 10492, 10496, 10509, 10511, 10540, 10550, 10580, 10581, 10586, 10587, 10599, 10609, 10626, 10661, 10664, 10675, 10696, 10698, 10704, 10710, 10721, 10752, 10756, 10760, 10808, 10811, 10814, 10830, 10845, 10863, 10869, 10912, 10931, 10936, 10942, 10949, 10974, 10976, 10994, 11007, 11025, 11063, 11069, 11078, 11083, 11100, 11118, 11173, 11196, 11209, 11225, 11238, 11255, 11281, 11293, 11339, 11347, 11355, 11364, 11368, 11371, 11372, 11408, 11426, 11452, 11476, 11481, 11525, 11534, 11548, 11551, 11553, 11558, 11597, 11610, 11659, 11676, 11696, 11706, 11738, 11749, 11762, 11764, 11795, 11810, 11813, 11814, 11841, 11848, 11870, 11872, 11898, 11917, 11935, 11939, 11967, 11973, 12015, 12020, 12038, 12062, 12082, 12097, 12099, 12105, 12117, 12119, 12136, 12153, 12157, 12161, 12196, 12206, 12211, 12213, 12218, 12251, 12260, 12264, 12294, 12296, 12298, 12303, 12321, 12341, 12352, 12368, 12376, 12378, 12381, 12397, 12399, 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71090, 71097, 71128, 71150, 71151, 71181, 71184, 71186, 71187, 71189, 71190, 71196, 71235, 71246, 71251, 71252, 71260, 71278, 71298, 71305, 71324, 71342, 71350, 71353, 71368, 71401, 71442, 71443, 71448, 71451, 71454, 71469, 71475, 71476, 71486, 71497, 71498, 71500, 71501, 71503, 71511, 71512, 71528, 71536, 71563, 71606, 71607, 71628, 71666, 71670, 71690, 71699, 71703, 71711, 71720, 71722, 71727, 71748, 71756, 71770, 71798, 71816, 71847, 71848, 71850, 71852, 71858, 71862, 71864, 71899, 71908, 71917, 71931, 71951, 71967, 71980, 71981, 71989, 71992, 72020, 72025, 72041, 72043, 72062, 72070, 72097, 72105, 72107, 72108, 72116, 72129, 72153, 72162, 72177, 72178, 72179, 72180, 72233, 72235, 72247, 72248, 72272, 72316, 72327, 72352, 72355, 72361, 72371, 72409, 72449, 72454, 72504, 72507, 72513, 72528, 72529, 72535, 72539, 72571, 72581, 72619, 72623, 72625, 72662, 72663, 72671, 72698, 72749, 72755, 72782, 72807, 72842, 72861, 72875, 72876, 72899, 72902, 72910, 72918, 72926, 72962, 72967, 72968, 72978, 72983, 72988, 72989, 72996, 73011, 73015, 73036, 73040, 73044, 73058, 73078, 73082, 73083, 73084, 73088, 73094, 73126, 73130, 73131, 73153, 73176, 73197, 73228, 73238, 73242, 73250, 73254, 73256, 73259, 73291, 73313, 73330, 73339, 73361, 73394, 73417, 73432, 73446, 73448, 73460, 73467, 73499, 73503, 73506, 73511, 73537, 73539, 73540, 73544, 73574, 73578, 73663, 73676, 73681, 73684, 73688, 73707, 73718, 73747, 73775, 73784, 73808, 73812, 73827, 73831, 73837, 73896, 73901, 73924, 73927, 73998, 74018, 74022, 74025, 74044, 74047, 74059, 74083, 74089, 74102, 74104, 74112, 74120, 74129, 74182, 74193, 74214, 74230, 74231, 74243, 74265, 74286, 74293, 74305, 74312, 74336, 74351, 74358, 74376, 74383, 74386, 74388, 74397, 74459, 74477, 74478, 74497, 74513, 74535, 74555, 74570, 74585, 74624, 74661, 74666, 74669, 74672, 74686, 74688, 74719, 74721, 74726, 74732, 74739, 74744, 74748, 74751, 74774, 74775, 74777, 74794]
Outliers in McCabeCyclomaticComplexity: [19, 25, 26, 41, 64, 71, 82, 84, 103, 142, 149, 150, 151, 156, 164, 203, 208, 215, 238, 241, 291, 294, 301, 309, 318, 332, 344, 362, 368, 385, 390, 406, 413, 426, 446, 447, 474, 475, 481, 515, 532, 541, 551, 567, 572, 580, 588, 601, 609, 610, 625, 648, 666, 678, 679, 686, 699, 703, 739, 742, 750, 752, 754, 770, 777, 780, 784, 793, 801, 804, 823, 830, 838, 841, 845, 853, 863, 866, 870, 880, 893, 932, 952, 955, 961, 978, 981, 994, 1031, 1049, 1058, 1065, 1066, 1068, 1098, 1114, 1117, 1124, 1158, 1167, 1182, 1186, 1207, 1214, 1215, 1227, 1254, 1301, 1323, 1344, 1349, 1351, 1388, 1398, 1405, 1406, 1410, 1430, 1437, 1439, 1453, 1455, 1458, 1462, 1480, 1486, 1493, 1501, 1512, 1516, 1523, 1538, 1553, 1562, 1564, 1567, 1576, 1579, 1585, 1587, 1588, 1594, 1595, 1611, 1616, 1628, 1634, 1640, 1646, 1647, 1648, 1650, 1652, 1653, 1667, 1677, 1685, 1696, 1702, 1717, 1726, 1755, 1759, 1769, 1785, 1789, 1791, 1810, 1817, 1833, 1849, 1851, 1852, 1859, 1870, 1877, 1879, 1889, 1896, 1905, 1917, 1928, 1935, 1938, 1947, 1954, 1987, 2001, 2014, 2022, 2035, 2040, 2061, 2078, 2096, 2100, 2108, 2111, 2118, 2126, 2144, 2146, 2161, 2167, 2184, 2204, 2205, 2214, 2245, 2256, 2260, 2281, 2287, 2299, 2304, 2325, 2327, 2332, 2336, 2372, 2376, 2380, 2382, 2384, 2393, 2396, 2411, 2419, 2421, 2423, 2442, 2448, 2455, 2478, 2488, 2497, 2501, 2504, 2517, 2552, 2555, 2590, 2596, 2606, 2608, 2609, 2610, 2620, 2622, 2633, 2634, 2643, 2649, 2667, 2682, 2695, 2703, 2741, 2742, 2744, 2745, 2748, 2753, 2759, 2774, 2779, 2780, 2800, 2814, 2858, 2864, 2866, 2869, 2887, 2889, 2897, 2902, 2941, 2964, 2966, 2988, 2992, 2993, 3009, 3012, 3014, 3021, 3025, 3027, 3028, 3038, 3040, 3055, 3063, 3065, 3066, 3067, 3090, 3127, 3130, 3158, 3161, 3165, 3172, 3174, 3188, 3201, 3206, 3209, 3211, 3230, 3258, 3261, 3268, 3271, 3273, 3283, 3293, 3308, 3315, 3316, 3319, 3324, 3338, 3359, 3363, 3368, 3382, 3402, 3405, 3420, 3422, 3444, 3450, 3456, 3465, 3468, 3490, 3497, 3511, 3518, 3528, 3533, 3538, 3543, 3569, 3587, 3607, 3626, 3630, 3641, 3644, 3660, 3666, 3705, 3727, 3736, 3745, 3747, 3768, 3777, 3780, 3793, 3820, 3821, 3823, 3828, 3836, 3857, 3865, 3876, 3901, 3903, 3909, 3914, 3915, 3921, 3961, 3966, 3967, 3972, 3998, 3999, 4014, 4019, 4029, 4046, 4058, 4062, 4063, 4079, 4082, 4094, 4097, 4108, 4112, 4144, 4159, 4182, 4187, 4194, 4231, 4237, 4254, 4261, 4263, 4291, 4297, 4299, 4312, 4331, 4338, 4372, 4374, 4396, 4412, 4415, 4416, 4432, 4458, 4464, 4492, 4493, 4498, 4504, 4505, 4514, 4521, 4528, 4545, 4551, 4557, 4558, 4579, 4581, 4587, 4597, 4629, 4649, 4684, 4700, 4710, 4721, 4723, 4730, 4742, 4746, 4757, 4774, 4777, 4780, 4786, 4788, 4804, 4805, 4816, 4827, 4838, 4840, 4851, 4856, 4875, 4878, 4889, 4892, 4897, 4905, 4927, 4939, 4948, 4957, 4960, 4961, 4963, 4964, 4973, 4991, 5000, 5013, 5018, 5061, 5068, 5076, 5081, 5092, 5109, 5112, 5114, 5145, 5159, 5160, 5173, 5180, 5194, 5197, 5208, 5209, 5224, 5226, 5237, 5254, 5288, 5349, 5363, 5365, 5389, 5390, 5396, 5416, 5424, 5428, 5435, 5464, 5474, 5486, 5487, 5504, 5505, 5516, 5519, 5521, 5534, 5557, 5559, 5582, 5590, 5595, 5620, 5626, 5638, 5639, 5647, 5662, 5674, 5680, 5684, 5685, 5693, 5707, 5714, 5719, 5723, 5726, 5729, 5732, 5734, 5737, 5738, 5743, 5745, 5759, 5777, 5782, 5795, 5810, 5813, 5814, 5822, 5847, 5863, 5884, 5947, 5959, 5977, 5999, 6002, 6027, 6036, 6058, 6079, 6084, 6106, 6107, 6119, 6147, 6155, 6160, 6174, 6185, 6190, 6212, 6218, 6219, 6226, 6247, 6251, 6266, 6279, 6282, 6287, 6301, 6308, 6312, 6338, 6342, 6353, 6360, 6368, 6381, 6403, 6412, 6413, 6419, 6433, 6434, 6451, 6464, 6470, 6476, 6478, 6486, 6487, 6490, 6508, 6511, 6516, 6520, 6534, 6539, 6541, 6561, 6567, 6575, 6582, 6588, 6610, 6615, 6640, 6662, 6670, 6678, 6690, 6704, 6719, 6728, 6730, 6738, 6755, 6787, 6796, 6798, 6805, 6813, 6821, 6833, 6835, 6842, 6843, 6847, 6855, 6866, 6872, 6876, 6878, 6892, 6901, 6905, 6924, 6925, 6928, 6946, 6954, 6966, 6969, 6979, 6980, 7001, 7007, 7021, 7058, 7060, 7067, 7068, 7074, 7081, 7095, 7117, 7136, 7141, 7146, 7156, 7158, 7162, 7172, 7176, 7230, 7243, 7263, 7283, 7333, 7347, 7364, 7369, 7380, 7383, 7394, 7399, 7401, 7403, 7427, 7428, 7443, 7451, 7459, 7471, 7503, 7510, 7515, 7519, 7549, 7550, 7580, 7588, 7593, 7601, 7603, 7609, 7619, 7621, 7628, 7633, 7642, 7657, 7659, 7666, 7693, 7701, 7710, 7725, 7726, 7738, 7752, 7767, 7770, 7772, 7773, 7776, 7799, 7801, 7818, 7825, 7846, 7850, 7852, 7853, 7861, 7889, 7905, 7918, 7924, 7929, 7939, 7944, 7981, 7988, 7991, 8001, 8010, 8017, 8022, 8023, 8038, 8059, 8061, 8077, 8083, 8086, 8096, 8116, 8125, 8128, 8135, 8159, 8180, 8185, 8190, 8195, 8205, 8212, 8213, 8214, 8219, 8234, 8255, 8258, 8260, 8281, 8282, 8286, 8299, 8344, 8352, 8378, 8395, 8399, 8419, 8421, 8461, 8464, 8479, 8485, 8494, 8495, 8509, 8512, 8522, 8532, 8543, 8567, 8575, 8581, 8593, 8603, 8605, 8609, 8613, 8629, 8642, 8656, 8664, 8673, 8675, 8678, 8686, 8707, 8714, 8716, 8728, 8744, 8804, 8811, 8816, 8818, 8822, 8836, 8839, 8854, 8876, 8889, 8890, 8927, 8932, 8953, 8969, 8972, 8987, 9010, 9018, 9041, 9044, 9063, 9090, 9091, 9093, 9099, 9112, 9119, 9136, 9138, 9175, 9185, 9187, 9200, 9203, 9205, 9234, 9235, 9243, 9254, 9261, 9312, 9316, 9343, 9360, 9376, 9377, 9396, 9399, 9400, 9413, 9430, 9439, 9453, 9496, 9501, 9506, 9515, 9540, 9541, 9542, 9559, 9572, 9575, 9608, 9614, 9637, 9658, 9676, 9677, 9680, 9686, 9708, 9709, 9717, 9721, 9724, 9738, 9749, 9751, 9764, 9767, 9786, 9790, 9794, 9801, 9811, 9827, 9830, 9871, 9874, 9880, 9889, 9892, 9896, 9913, 9921, 9925, 9929, 9939, 9940, 9943, 9947, 9965, 9987, 10005, 10017, 10019, 10024, 10026, 10031, 10034, 10041, 10043, 10044, 10054, 10077, 10089, 10109, 10111, 10133, 10138, 10142, 10161, 10193, 10216, 10229, 10251, 10255, 10265, 10269, 10286, 10290, 10294, 10295, 10296, 10351, 10357, 10359, 10363, 10366, 10368, 10373, 10380, 10384, 10389, 10421, 10436, 10474, 10480, 10481, 10492, 10496, 10502, 10511, 10550, 10564, 10580, 10581, 10586, 10589, 10599, 10621, 10627, 10628, 10644, 10657, 10664, 10666, 10672, 10696, 10752, 10756, 10760, 10762, 10789, 10808, 10811, 10814, 10840, 10845, 10847, 10856, 10871, 10876, 10880, 10886, 10889, 10901, 10902, 10925, 10936, 10942, 10974, 10976, 10989, 11009, 11013, 11025, 11045, 11053, 11065, 11067, 11069, 11078, 11082, 11100, 11113, 11137, 11154, 11155, 11188, 11190, 11198, 11201, 11233, 11241, 11242, 11261, 11264, 11265, 11281, 11293, 11301, 11309, 11323, 11328, 11364, 11368, 11370, 11372, 11383, 11407, 11408, 11409, 11426, 11437, 11452, 11461, 11468, 11469, 11476, 11496, 11517, 11519, 11525, 11532, 11551, 11558, 11565, 11577, 11589, 11597, 11627, 11650, 11659, 11676, 11679, 11735, 11738, 11749, 11755, 11768, 11786, 11788, 11795, 11806, 11810, 11814, 11819, 11831, 11841, 11860, 11866, 11872, 11917, 11937, 11939, 11967, 11972, 11977, 11984, 12007, 12031, 12038, 12042, 12064, 12067, 12073, 12082, 12097, 12099, 12112, 12136, 12153, 12155, 12157, 12196, 12205, 12218, 12225, 12241, 12266, 12273, 12274, 12286, 12289, 12294, 12298, 12303, 12305, 12310, 12312, 12320, 12321, 12327, 12341, 12352, 12375, 12381, 12383, 12399, 12433, 12437, 12448, 12454, 12457, 12470, 12472, 12473, 12498, 12513, 12518, 12555, 12557, 12593, 12610, 12616, 12648, 12661, 12666, 12677, 12680, 12709, 12713, 12718, 12723, 12729, 12752, 12754, 12757, 12769, 12770, 12779, 12816, 12822, 12827, 12834, 12837, 12844, 12847, 12856, 12868, 12882, 12894, 12905, 12911, 12912, 12921, 12940, 12942, 12965, 12985, 12996, 13014, 13051, 13057, 13078, 13084, 13096, 13099, 13100, 13107, 13117, 13138, 13151, 13152, 13168, 13177, 13190, 13194, 13208, 13212, 13223, 13230, 13235, 13237, 13242, 13249, 13271, 13279, 13281, 13296, 13311, 13313, 13316, 13327, 13331, 13334, 13340, 13351, 13353, 13354, 13363, 13382, 13407, 13435, 13441, 13442, 13452, 13453, 13468, 13470, 13481, 13525, 13528, 13548, 13555, 13570, 13571, 13576, 13580, 13581, 13594, 13603, 13614, 13621, 13672, 13698, 13700, 13708, 13713, 13742, 13746, 13757, 13772, 13774, 13775, 13782, 13786, 13789, 13795, 13799, 13805, 13808, 13829, 13831, 13863, 13875, 13876, 13879, 13884, 13899, 13928, 13951, 13970, 13977, 14008, 14010, 14017, 14019, 14023, 14027, 14030, 14036, 14061, 14064, 14067, 14086, 14095, 14106, 14120, 14125, 14130, 14135, 14142, 14143, 14144, 14152, 14165, 14167, 14179, 14183, 14189, 14197, 14202, 14203, 14205, 14225, 14251, 14253, 14258, 14298, 14301, 14308, 14324, 14327, 14328, 14333, 14349, 14368, 14375, 14383, 14386, 14397, 14421, 14426, 14429, 14432, 14436, 14439, 14458, 14467, 14468, 14469, 14472, 14475, 14476, 14481, 14496, 14509, 14513, 14516, 14517, 14522, 14523, 14524, 14555, 14584, 14601, 14618, 14621, 14629, 14653, 14656, 14667, 14683, 14684, 14692, 14704, 14706, 14717, 14718, 14721, 14744, 14783, 14786, 14799, 14800, 14810, 14817, 14823, 14837, 14841, 14846, 14878, 14892, 14906, 14916, 14918, 14938, 14939, 14972, 14981, 15026, 15034, 15046, 15051, 15053, 15066, 15082, 15085, 15088, 15090, 15103, 15151, 15165, 15172, 15175, 15200, 15205, 15210, 15212, 15213, 15215, 15221, 15252, 15254, 15261, 15268, 15269, 15283, 15285, 15286, 15293, 15302, 15319, 15346, 15367, 15371, 15378, 15384, 15387, 15394, 15397, 15402, 15405, 15412, 15462, 15463, 15508, 15513, 15538, 15541, 15549, 15578, 15581, 15586, 15598, 15607, 15631, 15641, 15642, 15668, 15670, 15678, 15682, 15683, 15696, 15700, 15744, 15750, 15760, 15761, 15766, 15775, 15780, 15786, 15811, 15816, 15849, 15853, 15861, 15893, 15896, 15905, 15911, 15913, 15918, 15933, 15967, 15973, 15976, 15984, 15994, 16036, 16040, 16052, 16056, 16064, 16086, 16087, 16126, 16129, 16149, 16157, 16158, 16183, 16190, 16194, 16204, 16206, 16209, 16217, 16232, 16251, 16256, 16278, 16304, 16307, 16309, 16314, 16317, 16337, 16338, 16343, 16344, 16347, 16376, 16382, 16384, 16398, 16399, 16401, 16408, 16428, 16429, 16440, 16448, 16460, 16462, 16471, 16474, 16489, 16500, 16502, 16513, 16537, 16553, 16555, 16562, 16564, 16569, 16583, 16584, 16587, 16595, 16602, 16607, 16626, 16634, 16641, 16665, 16694, 16711, 16742, 16743, 16752, 16757, 16764, 16766, 16780, 16794, 16802, 16804, 16814, 16819, 16833, 16861, 16865, 16873, 16907, 16913, 16915, 16931, 16933, 16942, 16953, 16980, 16990, 16993, 16997, 16999, 17011, 17014, 17026, 17032, 17040, 17048, 17088, 17099, 17114, 17125, 17128, 17136, 17140, 17152, 17153, 17167, 17186, 17215, 17217, 17219, 17226, 17227, 17229, 17235, 17241, 17248, 17255, 17283, 17301, 17313, 17315, 17332, 17347, 17350, 17360, 17376, 17383, 17385, 17390, 17405, 17406, 17428, 17445, 17452, 17464, 17467, 17468, 17469, 17472, 17476, 17479, 17512, 17520, 17526, 17530, 17532, 17537, 17552, 17553, 17573, 17578, 17583, 17587, 17598, 17603, 17682, 17683, 17684, 17704, 17710, 17713, 17718, 17722, 17731, 17771, 17772, 17802, 17815, 17820, 17824, 17826, 17829, 17838, 17853, 17871, 17879, 17912, 17913, 17917, 17924, 17937, 17957, 17958, 17963, 17972, 17980, 17981, 17992, 17999, 18014, 18017, 18020, 18022, 18024, 18027, 18052, 18055, 18067, 18098, 18099, 18108, 18116, 18118, 18130, 18134, 18156, 18157, 18161, 18171, 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19636, 19654, 19684, 19691, 19694, 19698, 19701, 19714, 19715, 19724, 19726, 19732, 19736, 19739, 19779, 19784, 19826, 19835, 19836, 19847, 19854, 19859, 19861, 19872, 19873, 19877, 19884, 19904, 19910, 19913, 19929, 19976, 19986, 19987, 19993, 19994, 20002, 20013, 20021, 20029, 20045, 20051, 20087, 20094, 20113, 20152, 20155, 20184, 20202, 20210, 20221, 20224, 20244, 20250, 20252, 20263, 20275, 20301, 20315, 20317, 20322, 20354, 20375, 20380, 20397, 20398, 20399, 20404, 20405, 20420, 20422, 20423, 20442, 20443, 20503, 20507, 20521, 20529, 20535, 20536, 20573, 20575, 20591, 20596, 20597, 20604, 20619, 20620, 20622, 20635, 20637, 20644, 20670, 20671, 20683, 20696, 20703, 20743, 20781, 20788, 20792, 20797, 20805, 20809, 20811, 20831, 20840, 20843, 20845, 20846, 20855, 20873, 20882, 20885, 20886, 20899, 20912, 20921, 20926, 20955, 20957, 20976, 20983, 20989, 21002, 21006, 21017, 21041, 21042, 21062, 21067, 21091, 21103, 21107, 21108, 21111, 21143, 21159, 21171, 21178, 21184, 21187, 21203, 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Outliers in McCabeEssentialComplexity: [5, 15, 19, 24, 25, 26, 41, 64, 71, 73, 78, 82, 98, 101, 103, 108, 115, 149, 150, 164, 196, 203, 208, 215, 238, 241, 242, 250, 274, 278, 279, 282, 294, 301, 303, 318, 329, 332, 344, 362, 368, 385, 406, 412, 413, 426, 446, 447, 481, 515, 516, 518, 532, 541, 554, 567, 572, 574, 580, 588, 601, 610, 625, 635, 648, 678, 679, 680, 685, 686, 695, 699, 703, 717, 739, 742, 754, 757, 770, 777, 780, 784, 793, 801, 804, 820, 823, 830, 838, 841, 842, 845, 853, 863, 866, 880, 906, 955, 961, 970, 978, 981, 1006, 1058, 1065, 1117, 1124, 1134, 1136, 1146, 1150, 1158, 1164, 1167, 1186, 1192, 1207, 1214, 1215, 1244, 1254, 1273, 1299, 1301, 1312, 1323, 1327, 1342, 1344, 1351, 1368, 1394, 1395, 1398, 1405, 1406, 1410, 1427, 1430, 1439, 1453, 1455, 1456, 1458, 1462, 1472, 1475, 1479, 1480, 1486, 1493, 1501, 1512, 1516, 1520, 1523, 1528, 1538, 1540, 1553, 1556, 1560, 1564, 1567, 1576, 1585, 1587, 1588, 1595, 1611, 1616, 1628, 1634, 1640, 1646, 1647, 1648, 1650, 1653, 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Outliers in HalsteadTotalOperatorsOperands: [1, 9, 18, 19, 26, 35, 38, 44, 56, 61, 64, 65, 72, 80, 131, 133, 142, 148, 181, 185, 219, 222, 232, 250, 261, 263, 284, 299, 305, 321, 332, 336, 337, 348, 362, 364, 399, 427, 440, 441, 447, 451, 453, 478, 500, 504, 527, 534, 540, 541, 551, 564, 567, 572, 573, 577, 591, 592, 625, 637, 645, 672, 683, 694, 703, 735, 737, 743, 750, 754, 759, 781, 803, 807, 840, 841, 867, 880, 885, 890, 893, 898, 911, 918, 938, 944, 948, 960, 966, 971, 975, 1002, 1006, 1031, 1049, 1051, 1053, 1058, 1068, 1069, 1070, 1082, 1089, 1103, 1124, 1127, 1135, 1156, 1160, 1172, 1173, 1200, 1205, 1207, 1220, 1271, 1284, 1288, 1291, 1306, 1308, 1323, 1330, 1335, 1350, 1357, 1388, 1406, 1408, 1412, 1413, 1426, 1430, 1437, 1446, 1449, 1463, 1469, 1473, 1481, 1483, 1495, 1496, 1504, 1522, 1530, 1532, 1538, 1544, 1553, 1562, 1572, 1585, 1594, 1596, 1615, 1616, 1627, 1628, 1629, 1630, 1646, 1652, 1655, 1656, 1687, 1689, 1701, 1702, 1726, 1738, 1756, 1759, 1763, 1764, 1769, 1775, 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Outliers in HalsteadEffort: [18, 19, 26, 39, 48, 61, 62, 64, 68, 69, 71, 78, 95, 98, 100, 105, 142, 148, 154, 171, 175, 177, 185, 191, 202, 210, 233, 238, 243, 247, 250, 263, 274, 291, 300, 305, 321, 331, 332, 333, 337, 342, 353, 358, 362, 375, 403, 441, 447, 451, 453, 454, 472, 474, 475, 506, 511, 519, 548, 551, 564, 567, 572, 588, 592, 605, 621, 631, 633, 637, 644, 655, 666, 667, 669, 670, 674, 679, 686, 696, 701, 703, 709, 718, 729, 738, 743, 750, 752, 754, 758, 768, 772, 773, 775, 782, 783, 799, 807, 814, 829, 830, 841, 849, 856, 859, 870, 871, 876, 878, 879, 880, 893, 895, 896, 898, 905, 910, 911, 921, 932, 934, 944, 965, 970, 974, 975, 1014, 1015, 1023, 1031, 1042, 1049, 1051, 1054, 1058, 1059, 1068, 1071, 1093, 1094, 1098, 1103, 1111, 1114, 1115, 1124, 1125, 1136, 1140, 1141, 1172, 1186, 1204, 1207, 1211, 1213, 1220, 1226, 1254, 1258, 1271, 1292, 1295, 1301, 1313, 1316, 1317, 1333, 1335, 1369, 1374, 1388, 1393, 1406, 1408, 1410, 1426, 1430, 1437, 1446, 1452, 1463, 1469, 1495, 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Outliers in HalsteadB: [18, 19, 24, 25, 26, 35, 39, 48, 49, 61, 62, 64, 69, 95, 99, 100, 124, 127, 142, 148, 171, 175, 185, 195, 198, 209, 232, 233, 250, 253, 263, 305, 306, 321, 332, 337, 342, 353, 358, 362, 369, 394, 403, 441, 444, 447, 451, 453, 489, 508, 547, 548, 551, 564, 567, 572, 588, 592, 605, 637, 655, 674, 680, 684, 703, 736, 743, 750, 754, 758, 772, 775, 783, 808, 814, 818, 841, 857, 871, 880, 893, 895, 898, 911, 914, 932, 944, 975, 1023, 1031, 1042, 1049, 1051, 1058, 1059, 1068, 1071, 1083, 1103, 1115, 1124, 1128, 1136, 1142, 1172, 1204, 1205, 1207, 1220, 1245, 1246, 1256, 1271, 1291, 1297, 1309, 1313, 1316, 1317, 1364, 1365, 1378, 1388, 1389, 1406, 1408, 1410, 1418, 1426, 1430, 1437, 1443, 1445, 1446, 1462, 1463, 1465, 1469, 1499, 1511, 1518, 1538, 1544, 1553, 1572, 1575, 1585, 1586, 1594, 1612, 1616, 1628, 1652, 1655, 1656, 1680, 1697, 1699, 1700, 1701, 1702, 1726, 1759, 1774, 1789, 1809, 1811, 1817, 1828, 1833, 1845, 1851, 1853, 1877, 1879, 1896, 1905, 1918, 1928, 1932, 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Outliers in HalsteadLineCountCode: [4, 6, 18, 19, 21, 26, 35, 49, 58, 61, 64, 71, 77, 100, 133, 140, 142, 148, 154, 157, 158, 162, 165, 173, 198, 205, 220, 238, 245, 250, 253, 254, 255, 260, 263, 274, 294, 305, 306, 314, 321, 339, 342, 345, 350, 362, 365, 369, 403, 404, 414, 415, 421, 441, 444, 447, 465, 469, 474, 489, 494, 503, 508, 531, 533, 551, 556, 564, 572, 591, 592, 596, 606, 630, 635, 637, 649, 666, 680, 684, 701, 703, 708, 709, 736, 743, 750, 752, 754, 767, 768, 776, 778, 806, 807, 841, 857, 877, 878, 880, 888, 893, 898, 911, 923, 932, 944, 971, 975, 993, 996, 1008, 1017, 1020, 1031, 1037, 1049, 1051, 1057, 1058, 1067, 1068, 1080, 1083, 1090, 1098, 1124, 1125, 1128, 1134, 1169, 1172, 1186, 1206, 1207, 1210, 1220, 1222, 1227, 1245, 1271, 1291, 1294, 1302, 1316, 1333, 1357, 1368, 1369, 1373, 1378, 1388, 1390, 1406, 1408, 1430, 1437, 1443, 1445, 1446, 1463, 1469, 1471, 1473, 1477, 1498, 1503, 1525, 1538, 1553, 1562, 1566, 1575, 1582, 1594, 1620, 1628, 1641, 1649, 1654, 1655, 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30748, 30750, 30758, 30760, 30762, 30770, 30771, 30773, 30776, 30788, 30790, 30798, 30811, 30815, 30818, 30827, 30833, 30836, 30838, 30852, 30853, 30854, 30857, 30860, 30866, 30869, 30873, 30874, 30877, 30883, 30884, 30890, 30899, 30904, 30911, 30912, 30918, 30923, 30932, 30933, 30939, 30941, 30950, 30957, 30963, 30975, 30976, 30978, 30981, 30982, 31006, 31007, 31015, 31021, 31024, 31026, 31028, 31035, 31037, 31038, 31046, 31052, 31057, 31059, 31060, 31069, 31070, 31072, 31074, 31085, 31089, 31098, 31103, 31106, 31112, 31119, 31125, 31127, 31137, 31148, 31149, 31150, 31157, 31161, 31163, 31170, 31176, 31187, 31188, 31189, 31190, 31194, 31196, 31204, 31207, 31208, 31214, 31220, 31221, 31222, 31223, 31229, 31236, 31238, 31243, 31245, 31249, 31253, 31256, 31260, 31263, 31270, 31274, 31288, 31289, 31291, 31297, 31306, 31309, 31311, 31323, 31329, 31333, 31335, 31340, 31356, 31357, 31360, 31367, 31372, 31378, 31383, 31384, 31389, 31393, 31396, 31397, 31399, 31402, 31404, 31422, 31423, 31427, 31435, 31437, 31439, 31450, 31454, 31456, 31461, 31463, 31465, 31466, 31478, 31481, 31487, 31490, 31493, 31495, 31499, 31502, 31516, 31525, 31527, 31528, 31529, 31531, 31533, 31540, 31542, 31548, 31551, 31559, 31560, 31564, 31577, 31583, 31588, 31591, 31596, 31600, 31601, 31604, 31608, 31620, 31624, 31632, 31636, 31640, 31642, 31643, 31649, 31650, 31656, 31664, 31667, 31670, 31673, 31678, 31687, 31694, 31696, 31697, 31708, 31710, 31711, 31712, 31714, 31718, 31722, 31725, 31731, 31737, 31742, 31746, 31750, 31754, 31756, 31760, 31768, 31769, 31778, 31781, 31789, 31800, 31802, 31803, 31804, 31824, 31825, 31826, 31827, 31828, 31831, 31834, 31847, 31850, 31852, 31858, 31861, 31864, 31865, 31868, 31874, 31880, 31884, 31888, 31895, 31896, 31899, 31903, 31908, 31917, 31926, 31928, 31942, 31943, 31945, 31954, 31955, 31957, 31961, 31966, 31967, 31980, 31988, 31990, 31992, 31993, 31994, 31998, 32000, 32003, 32006, 32007, 32014, 32022, 32024, 32036, 32044, 32050, 32057, 32059, 32060, 32066, 32077, 32080, 32081, 32083, 32084, 32086, 32088, 32090, 32103, 32105, 32110, 32114, 32116, 32120, 32135, 32140, 32148, 32150, 32151, 32161, 32167, 32173, 32190, 32198, 32203, 32211, 32215, 32218, 32229, 32232, 32235, 32237, 32248, 32256, 32258, 32265, 32269, 32271, 32274, 32276, 32278, 32285, 32288, 32291, 32310, 32318, 32338, 32340, 32341, 32345, 32350, 32353, 32355, 32363, 32365, 32369, 32396, 32397, 32403, 32415, 32417, 32419, 32421, 32427, 32433, 32435, 32436, 32438, 32449, 32454, 32459, 32462, 32464, 32465, 32473, 32477, 32490, 32493, 32494, 32495, 32515, 32526, 32527, 32533, 32536, 32539, 32541, 32543, 32544, 32545, 32550, 32553, 32555, 32556, 32558, 32562, 32564, 32567, 32575, 32578, 32579, 32586, 32599, 32602, 32603, 32610, 32613, 32614, 32615, 32624, 32625, 32638, 32642, 32652, 32655, 32663, 32664, 32667, 32671, 32675, 32681, 32685, 32687, 32695, 32701, 32706, 32713, 32718, 32742, 32756, 32759, 32763, 32767, 32768, 32769, 32772, 32775, 32781, 32785, 32789, 32792, 32794, 32795, 32803, 32815, 32819, 32823, 32846, 32847, 32867, 32873, 32877, 32882, 32891, 32895, 32897, 32904, 32906, 32910, 32913, 32919, 32920, 32923, 32927, 32930, 32931, 32933, 32938, 32940, 32945, 32947, 32951, 32953, 32955, 32959, 32962, 32963, 32968, 32969, 32975, 32980, 32982, 32986, 32988, 32994, 33003, 33005, 33006, 33012, 33013, 33014, 33017, 33024, 33027, 33029, 33036, 33046, 33052, 33053, 33056, 33064, 33065, 33080, 33083, 33084, 33086, 33088, 33090, 33098, 33105, 33109, 33121, 33125, 33128, 33130, 33132, 33133, 33135, 33146, 33150, 33154, 33158, 33159, 33162, 33166, 33175, 33177, 33184, 33186, 33194, 33195, 33199, 33205, 33210, 33215, 33216, 33229, 33231, 33238, 33240, 33242, 33251, 33255, 33272, 33277, 33282, 33294, 33307, 33310, 33314, 33320, 33321, 33323, 33328, 33329, 33337, 33339, 33342, 33346, 33347, 33356, 33358, 33362, 33366, 33368, 33370, 33374, 33375, 33377, 33378, 33383, 33386, 33389, 33391, 33400, 33413, 33416, 33423, 33426, 33430, 33440, 33442, 33445, 33451, 33453, 33459, 33463, 33469, 33472, 33474, 33482, 33490, 33492, 33496, 33503, 33512, 33514, 33525, 33533, 33534, 33535, 33536, 33538, 33540, 33541, 33550, 33552, 33555, 33558, 33562, 33568, 33575, 33584, 33589, 33590, 33594, 33599, 33606, 33622, 33625, 33631, 33632, 33645, 33651, 33655, 33666, 33672, 33675, 33677, 33691, 33697, 33700, 33702, 33706, 33707, 33711, 33712, 33716, 33719, 33727, 33730, 33738, 33746, 33751, 33754, 33755, 33757, 33761, 33780, 33789, 33795, 33800, 33804, 33811, 33817, 33819, 33821, 33825, 33830, 33831, 33835, 33849, 33853, 33861, 33864, 33866, 33869, 33873, 33883, 33889, 33900, 33917, 33921, 33925, 33930, 33931, 33932, 33933, 33940, 33943, 33950, 33953, 33954, 33955, 33958, 33959, 33960, 33963, 33964, 33965, 33966, 33974, 33977, 33980, 33984, 33989, 33995, 34000, 34013, 34015, 34016, 34028, 34048, 34067, 34071, 34074, 34081, 34084, 34088, 34094, 34101, 34105, 34109, 34117, 34118, 34122, 34128, 34133, 34137, 34146, 34150, 34153, 34159, 34164, 34165, 34168, 34169, 34173, 34183, 34185, 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34879, 34884, 34891, 34896, 34898, 34900, 34901, 34903, 34904, 34905, 34921, 34923, 34925, 34926, 34929, 34930, 34935, 34936, 34940, 34947, 34949, 34955, 34961, 34970, 34974, 34978, 34982, 34985, 34986, 34987, 34991, 34992, 35003, 35004, 35009, 35018, 35023, 35035, 35040, 35043, 35049, 35056, 35058, 35063, 35064, 35071, 35072, 35073, 35075, 35095, 35098, 35100, 35104, 35106, 35113, 35124, 35137, 35145, 35146, 35148, 35160, 35168, 35171, 35172, 35173, 35180, 35181, 35182, 35198, 35200, 35202, 35206, 35207, 35210, 35212, 35214, 35215, 35216, 35217, 35219, 35227, 35233, 35237, 35242, 35243, 35244, 35245, 35248, 35255, 35256, 35267, 35268, 35275, 35278, 35280, 35282, 35285, 35290, 35291, 35299, 35301, 35316, 35322, 35328, 35332, 35335, 35344, 35348, 35350, 35353, 35356, 35358, 35364, 35368, 35371, 35376, 35382, 35387, 35389, 35390, 35393, 35394, 35396, 35398, 35399, 35400, 35401, 35415, 35422, 35426, 35427, 35428, 35429, 35438, 35443, 35445, 35447, 35450, 35452, 35453, 35458, 35473, 35475, 35478, 35481, 35485, 35499, 35500, 35504, 35509, 35519, 35521, 35525, 35534, 35543, 35545, 35547, 35551, 35554, 35557, 35560, 35566, 35567, 35582, 35583, 35584, 35585, 35589, 35591, 35597, 35598, 35599, 35606, 35607, 35613, 35615, 35619, 35629, 35631, 35637, 35640, 35642, 35643, 35644, 35647, 35649, 35652, 35661, 35665, 35666, 35668, 35673, 35675, 35676, 35679, 35686, 35687, 35692, 35700, 35731, 35736, 35739, 35740, 35744, 35748, 35749, 35751, 35763, 35766, 35771, 35772, 35775, 35777, 35778, 35785, 35787, 35788, 35792, 35793, 35798, 35799, 35812, 35815, 35821, 35824, 35826, 35827, 35833, 35836, 35839, 35840, 35856, 35859, 35868, 35872, 35883, 35884, 35886, 35888, 35889, 35890, 35898, 35904, 35908, 35916, 35918, 35945, 35947, 35954, 35978, 35981, 36002, 36004, 36009, 36016, 36018, 36039, 36041, 36051, 36052, 36056, 36057, 36060, 36061, 36067, 36072, 36076, 36082, 36111, 36119, 36126, 36131, 36135, 36137, 36150, 36160, 36161, 36166, 36176, 36180, 36189, 36195, 36196, 36213, 36216, 36220, 36231, 36233, 36234, 36236, 36242, 36246, 36256, 36264, 36270, 36273, 36284, 36293, 36296, 36303, 36306, 36309, 36317, 36319, 36320, 36321, 36325, 36326, 36328, 36338, 36345, 36347, 36352, 36353, 36369, 36380, 36388, 36390, 36393, 36396, 36397, 36403, 36405, 36407, 36408, 36417, 36419, 36420, 36426, 36427, 36430, 36435, 36440, 36441, 36443, 36453, 36454, 36455, 36456, 36458, 36462, 36468, 36472, 36473, 36476, 36483, 36486, 36490, 36492, 36493, 36494, 36497, 36498, 36512, 36516, 36517, 36522, 36523, 36525, 36535, 36536, 36537, 36539, 36542, 36547, 36557, 36558, 36561, 36564, 36567, 36569, 36573, 36579, 36584, 36585, 36596, 36598, 36608, 36612, 36617, 36620, 36622, 36624, 36627, 36629, 36637, 36660, 36664, 36665, 36667, 36676, 36690, 36691, 36696, 36699, 36703, 36704, 36712, 36715, 36716, 36722, 36731, 36742, 36743, 36756, 36758, 36759, 36761, 36762, 36765, 36772, 36773, 36776, 36782, 36785, 36791, 36809, 36810, 36812, 36816, 36826, 36827, 36828, 36830, 36839, 36840, 36849, 36850, 36861, 36871, 36872, 36876, 36877, 36878, 36881, 36894, 36900, 36901, 36912, 36918, 36927, 36929, 36934, 36939, 36943, 36953, 36966, 36967, 36970, 36971, 36973, 36982, 36991, 37009, 37012, 37017, 37019, 37026, 37031, 37034, 37035, 37036, 37042, 37044, 37045, 37046, 37049, 37058, 37060, 37061, 37062, 37065, 37069, 37077, 37083, 37084, 37090, 37093, 37102, 37103, 37108, 37109, 37114, 37125, 37133, 37135, 37143, 37145, 37147, 37152, 37156, 37167, 37169, 37173, 37176, 37177, 37181, 37187, 37189, 37194, 37197, 37198, 37199, 37200, 37201, 37211, 37216, 37217, 37223, 37224, 37225, 37226, 37231, 37241, 37244, 37255, 37259, 37262, 37270, 37280, 37283, 37288, 37289, 37294, 37300, 37301, 37304, 37317, 37320, 37327, 37329, 37331, 37336, 37339, 37341, 37356, 37361, 37367, 37368, 37369, 37373, 37374, 37381, 37396, 37403, 37411, 37420, 37423, 37431, 37442, 37444, 37452, 37453, 37460, 37483, 37484, 37487, 37489, 37498, 37501, 37502, 37506, 37507, 37509, 37515, 37529, 37535, 37537, 37539, 37543, 37549, 37555, 37567, 37568, 37569, 37570, 37592, 37593, 37604, 37605, 37608, 37610, 37611, 37614, 37616, 37618, 37626, 37635, 37646, 37650, 37652, 37658, 37665, 37669, 37670, 37673, 37674, 37681, 37688, 37689, 37691, 37692, 37699, 37708, 37709, 37712, 37715, 37717, 37728, 37729, 37734, 37741, 37744, 37749, 37750, 37755, 37760, 37772, 37775, 37778, 37780, 37787, 37793, 37797, 37804, 37805, 37816, 37821, 37823, 37836, 37837, 37843, 37851, 37863, 37868, 37871, 37873, 37875, 37878, 37886, 37887, 37889, 37893, 37901, 37903, 37906, 37911, 37913, 37915, 37921, 37922, 37928, 37933, 37939, 37948, 37950, 37964, 37974, 37976, 37978, 37991, 37993, 37999, 38002, 38007, 38008, 38017, 38035, 38041, 38053, 38054, 38061, 38066, 38081, 38084, 38086, 38090, 38102, 38116, 38127, 38147, 38157, 38158, 38160, 38165, 38170, 38173, 38185, 38191, 38200, 38207, 38211, 38213, 38218, 38221, 38223, 38227, 38230, 38232, 38233, 38236, 38239, 38240, 38241, 38251, 38257, 38260, 38270, 38272, 38286, 38290, 38292, 38298, 38304, 38307, 38308, 38312, 38313, 38316, 38319, 38326, 38327, 38333, 38337, 38346, 38348, 38350, 38353, 38354, 38360, 38362, 38364, 38384, 38390, 38391, 38392, 38394, 38399, 38401, 38410, 38411, 38419, 38422, 38423, 38425, 38432, 38435, 38437, 38438, 38444, 38445, 38446, 38457, 38464, 38465, 38467, 38473, 38481, 38483, 38486, 38489, 38490, 38491, 38504, 38509, 38513, 38516, 38519, 38526, 38528, 38529, 38536, 38541, 38551, 38557, 38560, 38561, 38579, 38581, 38585, 38600, 38604, 38612, 38615, 38620, 38623, 38629, 38631, 38635, 38639, 38640, 38643, 38646, 38650, 38652, 38657, 38659, 38660, 38664, 38666, 38674, 38680, 38682, 38683, 38685, 38691, 38702, 38704, 38718, 38725, 38730, 38735, 38736, 38752, 38755, 38756, 38763, 38771, 38773, 38783, 38808, 38815, 38816, 38826, 38834, 38837, 38847, 38850, 38853, 38855, 38856, 38866, 38872, 38873, 38885, 38888, 38889, 38890, 38892, 38894, 38905, 38908, 38914, 38915, 38918, 38922, 38928, 38936, 38937, 38938, 38943, 38945, 38946, 38958, 38960, 38963, 38964, 38968, 38970, 38971, 38977, 38981, 38999, 39001, 39017, 39022, 39029, 39030, 39032, 39033, 39043, 39046, 39049, 39052, 39053, 39055, 39056, 39059, 39060, 39064, 39068, 39073, 39078, 39080, 39090, 39094, 39102, 39103, 39110, 39123, 39126, 39138, 39141, 39142, 39143, 39146, 39152, 39153, 39156, 39160, 39169, 39172, 39173, 39183, 39190, 39192, 39194, 39199, 39205, 39206, 39211, 39214, 39219, 39220, 39227, 39229, 39234, 39235, 39240, 39245, 39249, 39250, 39251, 39271, 39274, 39281, 39285, 39286, 39288, 39289, 39299, 39308, 39318, 39322, 39324, 39326, 39328, 39330, 39332, 39334, 39347, 39354, 39362, 39373, 39374, 39378, 39381, 39392, 39400, 39403, 39404, 39410, 39412, 39416, 39425, 39433, 39436, 39444, 39448, 39450, 39451, 39457, 39458, 39461, 39473, 39475, 39476, 39477, 39485, 39493, 39495, 39508, 39511, 39517, 39532, 39535, 39546, 39548, 39550, 39551, 39552, 39561, 39565, 39569, 39577, 39578, 39579, 39587, 39594, 39605, 39615, 39622, 39630, 39636, 39637, 39640, 39644, 39645, 39650, 39655, 39663, 39669, 39681, 39687, 39688, 39692, 39709, 39713, 39714, 39715, 39716, 39718, 39722, 39723, 39727, 39730, 39741, 39750, 39751, 39759, 39762, 39782, 39784, 39788, 39789, 39798, 39802, 39804, 39816, 39819, 39824, 39826, 39833, 39839, 39841, 39845, 39848, 39852, 39866, 39871, 39874, 39876, 39878, 39879, 39880, 39883, 39884, 39893, 39898, 39899, 39900, 39902, 39904, 39906, 39912, 39914, 39919, 39923, 39927, 39929, 39930, 39939, 39949, 39954, 39961, 39969, 39979, 39982, 39983, 39987, 39995, 39998, 39999, 40002, 40015, 40016, 40017, 40019, 40021, 40024, 40026, 40036, 40040, 40041, 40051, 40054, 40056, 40058, 40061, 40071, 40074, 40075, 40082, 40088, 40090, 40093, 40094, 40097, 40098, 40102, 40103, 40110, 40113, 40114, 40123, 40124, 40127, 40134, 40137, 40138, 40146, 40154, 40157, 40160, 40169, 40170, 40171, 40174, 40179, 40187, 40194, 40196, 40201, 40205, 40212, 40215, 40219, 40222, 40233, 40236, 40242, 40243, 40245, 40247, 40251, 40253, 40261, 40264, 40269, 40279, 40280, 40281, 40282, 40288, 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Outliers in HalsteadLineCountCodeAndComment: [19, 61, 71, 78, 121, 123, 191, 210, 216, 264, 287, 362, 367, 370, 375, 407, 437, 447, 551, 563, 583, 588, 592, 616, 631, 634, 647, 703, 744, 754, 772, 785, 797, 799, 804, 835, 841, 855, 856, 867, 872, 926, 932, 934, 944, 970, 989, 1028, 1045, 1051, 1053, 1061, 1067, 1068, 1096, 1136, 1175, 1185, 1186, 1187, 1207, 1241, 1254, 1258, 1279, 1292, 1294, 1329, 1347, 1393, 1410, 1430, 1434, 1441, 1444, 1469, 1471, 1481, 1497, 1505, 1528, 1549, 1558, 1585, 1600, 1603, 1616, 1629, 1656, 1662, 1697, 1698, 1700, 1701, 1735, 1757, 1781, 1810, 1820, 1828, 1851, 1899, 1927, 1938, 1945, 1955, 1963, 1993, 2037, 2048, 2072, 2078, 2111, 2126, 2141, 2146, 2161, 2185, 2189, 2204, 2207, 2217, 2251, 2286, 2304, 2308, 2310, 2315, 2329, 2333, 2342, 2352, 2367, 2382, 2384, 2386, 2410, 2411, 2441, 2456, 2549, 2573, 2622, 2648, 2682, 2689, 2693, 2720, 2723, 2728, 2732, 2736, 2739, 2758, 2770, 2771, 2818, 2835, 2859, 2861, 2876, 2891, 2893, 2897, 2932, 2940, 2942, 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Outliers in UniqueOperands: [1, 13, 26, 28, 37, 39, 41, 47, 58, 61, 70, 86, 109, 116, 119, 142, 145, 149, 158, 168, 179, 188, 207, 211, 212, 218, 226, 232, 238, 240, 255, 258, 266, 269, 273, 280, 304, 314, 320, 351, 356, 362, 369, 409, 427, 444, 466, 489, 502, 508, 509, 514, 515, 538, 545, 566, 583, 586, 589, 592, 607, 616, 639, 644, 648, 661, 664, 666, 674, 676, 677, 679, 682, 698, 700, 706, 711, 724, 733, 737, 751, 757, 767, 778, 781, 802, 806, 811, 829, 830, 843, 846, 859, 861, 862, 863, 865, 869, 876, 898, 908, 911, 928, 944, 949, 953, 959, 974, 989, 990, 1012, 1018, 1026, 1031, 1045, 1051, 1053, 1058, 1064, 1070, 1076, 1103, 1104, 1112, 1114, 1120, 1122, 1124, 1125, 1146, 1161, 1165, 1185, 1187, 1192, 1194, 1204, 1222, 1227, 1228, 1235, 1236, 1239, 1250, 1254, 1258, 1262, 1272, 1284, 1294, 1295, 1301, 1312, 1315, 1335, 1336, 1358, 1373, 1388, 1391, 1396, 1406, 1410, 1413, 1430, 1434, 1437, 1463, 1469, 1476, 1499, 1527, 1544, 1556, 1572, 1575, 1577, 1582, 1594, 1597, 1603, 1608, 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Outliers in BranchCount: [5, 19, 26, 48, 49, 61, 65, 82, 84, 95, 108, 119, 164, 167, 178, 185, 188, 198, 203, 204, 206, 228, 238, 288, 289, 310, 349, 362, 369, 370, 372, 392, 406, 416, 442, 446, 456, 460, 466, 470, 480, 517, 526, 532, 565, 567, 578, 597, 601, 614, 661, 667, 680, 681, 682, 703, 709, 724, 733, 739, 742, 743, 751, 754, 763, 767, 770, 794, 802, 829, 830, 841, 851, 866, 880, 908, 928, 935, 955, 961, 976, 981, 1004, 1010, 1046, 1057, 1058, 1065, 1082, 1098, 1120, 1123, 1124, 1144, 1146, 1181, 1191, 1204, 1205, 1207, 1215, 1228, 1233, 1235, 1254, 1262, 1272, 1315, 1334, 1336, 1341, 1351, 1373, 1381, 1388, 1406, 1407, 1419, 1422, 1430, 1439, 1464, 1490, 1493, 1534, 1544, 1553, 1556, 1567, 1575, 1577, 1579, 1587, 1588, 1594, 1603, 1609, 1616, 1629, 1634, 1653, 1677, 1685, 1687, 1696, 1698, 1700, 1702, 1722, 1726, 1735, 1745, 1752, 1765, 1774, 1781, 1786, 1811, 1820, 1822, 1851, 1859, 1866, 1877, 1879, 1885, 1890, 1898, 1927, 1954, 1969, 1995, 2001, 2002, 2012, 2014, 2022, 2024, 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Outliers in CodeDensity: [5, 6, 13, 15, 19, 23, 34, 39, 49, 63, 65, 88, 95, 100, 107, 108, 119, 145, 180, 183, 188, 212, 219, 228, 232, 236, 238, 249, 253, 255, 257, 263, 267, 268, 271, 278, 288, 291, 300, 303, 310, 322, 329, 339, 356, 378, 390, 391, 416, 427, 442, 446, 454, 457, 458, 466, 475, 480, 485, 509, 514, 515, 523, 533, 545, 547, 548, 552, 565, 570, 587, 611, 612, 640, 649, 654, 661, 666, 674, 679, 688, 698, 709, 711, 712, 724, 740, 748, 767, 778, 794, 802, 812, 821, 829, 858, 870, 875, 878, 886, 890, 895, 897, 904, 907, 908, 928, 933, 936, 956, 959, 974, 985, 1004, 1015, 1018, 1046, 1076, 1096, 1112, 1113, 1120, 1138, 1146, 1167, 1169, 1175, 1176, 1187, 1191, 1195, 1198, 1204, 1207, 1214, 1226, 1233, 1236, 1245, 1254, 1262, 1267, 1272, 1281, 1282, 1301, 1308, 1315, 1327, 1330, 1331, 1336, 1360, 1371, 1373, 1378, 1383, 1385, 1388, 1391, 1394, 1395, 1397, 1400, 1406, 1409, 1423, 1434, 1436, 1456, 1473, 1474, 1476, 1490, 1493, 1502, 1522, 1544, 1547, 1556, 1575, 1577, 1586, 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33242, 33251, 33255, 33277, 33282, 33307, 33314, 33320, 33321, 33323, 33328, 33329, 33337, 33339, 33342, 33346, 33347, 33356, 33358, 33362, 33368, 33374, 33375, 33377, 33378, 33383, 33386, 33391, 33400, 33413, 33416, 33423, 33430, 33440, 33442, 33445, 33451, 33453, 33459, 33463, 33469, 33472, 33474, 33482, 33490, 33492, 33503, 33512, 33514, 33525, 33533, 33534, 33535, 33536, 33538, 33540, 33541, 33552, 33555, 33558, 33575, 33584, 33590, 33594, 33606, 33622, 33625, 33631, 33645, 33651, 33666, 33672, 33675, 33677, 33691, 33697, 33700, 33702, 33706, 33707, 33711, 33712, 33716, 33719, 33727, 33730, 33738, 33746, 33751, 33754, 33755, 33757, 33761, 33780, 33789, 33795, 33800, 33804, 33811, 33817, 33819, 33821, 33825, 33830, 33831, 33835, 33849, 33853, 33861, 33864, 33866, 33869, 33873, 33883, 33889, 33900, 33917, 33925, 33930, 33931, 33932, 33933, 33940, 33943, 33950, 33953, 33954, 33955, 33959, 33960, 33963, 33964, 33965, 33966, 33977, 33980, 33984, 33995, 34000, 34015, 34016, 34048, 34067, 34071, 34081, 34084, 34088, 34094, 34101, 34105, 34109, 34117, 34118, 34122, 34133, 34137, 34146, 34150, 34153, 34159, 34164, 34165, 34168, 34169, 34173, 34183, 34200, 34202, 34209, 34211, 34213, 34214, 34229, 34235, 34240, 34242, 34260, 34263, 34273, 34280, 34288, 34290, 34291, 34296, 34303, 34309, 34312, 34314, 34321, 34323, 34329, 34348, 34356, 34360, 34365, 34367, 34387, 34396, 34419, 34420, 34431, 34434, 34445, 34450, 34456, 34457, 34460, 34461, 34483, 34487, 34492, 34503, 34504, 34507, 34510, 34516, 34551, 34555, 34558, 34560, 34562, 34574, 34589, 34591, 34594, 34596, 34600, 34610, 34615, 34617, 34629, 34636, 34637, 34641, 34655, 34666, 34667, 34672, 34676, 34678, 34679, 34688, 34692, 34711, 34718, 34721, 34737, 34738, 34755, 34766, 34770, 34771, 34776, 34784, 34785, 34788, 34794, 34797, 34806, 34814, 34816, 34822, 34827, 34828, 34833, 34835, 34842, 34843, 34858, 34861, 34867, 34870, 34875, 34879, 34884, 34891, 34898, 34900, 34901, 34903, 34904, 34921, 34923, 34925, 34926, 34929, 34930, 34935, 34936, 34940, 34947, 34955, 34961, 34970, 34974, 34978, 34982, 34985, 34986, 34991, 34992, 35003, 35004, 35009, 35023, 35035, 35043, 35056, 35063, 35064, 35071, 35072, 35073, 35095, 35098, 35100, 35104, 35113, 35137, 35145, 35146, 35148, 35168, 35171, 35172, 35173, 35180, 35181, 35182, 35198, 35200, 35202, 35206, 35207, 35212, 35214, 35215, 35216, 35217, 35219, 35227, 35233, 35237, 35242, 35244, 35245, 35255, 35256, 35268, 35278, 35280, 35282, 35285, 35291, 35301, 35316, 35328, 35332, 35335, 35353, 35356, 35358, 35364, 35368, 35371, 35382, 35389, 35390, 35394, 35396, 35399, 35400, 35401, 35415, 35422, 35426, 35427, 35438, 35443, 35445, 35447, 35450, 35452, 35453, 35458, 35473, 35475, 35478, 35481, 35485, 35499, 35500, 35504, 35519, 35521, 35525, 35543, 35547, 35554, 35560, 35566, 35567, 35584, 35585, 35589, 35591, 35598, 35599, 35607, 35613, 35615, 35619, 35629, 35631, 35637, 35640, 35642, 35643, 35644, 35647, 35649, 35652, 35661, 35665, 35673, 35676, 35686, 35687, 35692, 35700, 35731, 35736, 35739, 35740, 35744, 35748, 35749, 35751, 35763, 35766, 35771, 35772, 35775, 35778, 35785, 35787, 35792, 35793, 35798, 35799, 35812, 35815, 35821, 35824, 35826, 35827, 35836, 35840, 35868, 35872, 35883, 35886, 35888, 35889, 35890, 35898, 35904, 35908, 35916, 35918, 35945, 35947, 35978, 36002, 36004, 36009, 36016, 36018, 36039, 36041, 36051, 36052, 36056, 36060, 36061, 36067, 36072, 36076, 36082, 36111, 36119, 36126, 36131, 36135, 36137, 36150, 36160, 36161, 36166, 36180, 36189, 36195, 36196, 36216, 36233, 36234, 36242, 36256, 36264, 36270, 36273, 36293, 36296, 36303, 36306, 36309, 36317, 36319, 36320, 36321, 36325, 36328, 36338, 36345, 36347, 36352, 36353, 36369, 36380, 36388, 36390, 36393, 36396, 36397, 36403, 36405, 36408, 36417, 36419, 36420, 36426, 36427, 36430, 36435, 36440, 36441, 36453, 36455, 36456, 36462, 36472, 36473, 36476, 36483, 36486, 36492, 36493, 36497, 36512, 36516, 36517, 36522, 36523, 36525, 36535, 36536, 36537, 36539, 36542, 36547, 36557, 36564, 36567, 36573, 36579, 36584, 36585, 36596, 36598, 36608, 36612, 36617, 36622, 36627, 36629, 36637, 36660, 36664, 36665, 36667, 36676, 36691, 36696, 36699, 36703, 36704, 36712, 36715, 36716, 36722, 36731, 36742, 36759, 36761, 36762, 36765, 36772, 36773, 36776, 36782, 36785, 36791, 36809, 36816, 36826, 36827, 36830, 36839, 36840, 36849, 36850, 36861, 36871, 36876, 36877, 36878, 36881, 36894, 36900, 36901, 36912, 36918, 36927, 36929, 36934, 36939, 36943, 36953, 36966, 36967, 36970, 36971, 36973, 36982, 36991, 37009, 37012, 37017, 37019, 37026, 37031, 37035, 37036, 37042, 37044, 37046, 37060, 37061, 37062, 37065, 37069, 37077, 37083, 37084, 37090, 37093, 37102, 37103, 37108, 37114, 37125, 37133, 37143, 37145, 37147, 37156, 37167, 37169, 37173, 37176, 37177, 37187, 37189, 37194, 37198, 37199, 37201, 37217, 37224, 37226, 37231, 37241, 37244, 37255, 37259, 37262, 37270, 37280, 37283, 37289, 37300, 37304, 37320, 37329, 37331, 37336, 37339, 37341, 37356, 37361, 37367, 37368, 37369, 37373, 37374, 37381, 37396, 37403, 37411, 37420, 37423, 37431, 37442, 37444, 37452, 37483, 37484, 37487, 37489, 37498, 37501, 37506, 37507, 37509, 37515, 37529, 37537, 37539, 37555, 37568, 37569, 37570, 37592, 37593, 37608, 37610, 37611, 37614, 37618, 37626, 37646, 37650, 37652, 37658, 37665, 37669, 37670, 37673, 37674, 37681, 37688, 37689, 37691, 37692, 37699, 37708, 37709, 37712, 37715, 37729, 37734, 37741, 37744, 37749, 37755, 37775, 37778, 37780, 37793, 37797, 37804, 37805, 37816, 37821, 37823, 37836, 37837, 37843, 37863, 37868, 37871, 37875, 37878, 37886, 37887, 37889, 37893, 37901, 37903, 37906, 37911, 37913, 37921, 37922, 37928, 37933, 37948, 37950, 37974, 37976, 37978, 37991, 37993, 37999, 38007, 38008, 38017, 38041, 38053, 38061, 38066, 38081, 38084, 38086, 38090, 38102, 38116, 38127, 38147, 38158, 38160, 38165, 38170, 38173, 38185, 38200, 38207, 38211, 38218, 38221, 38223, 38227, 38230, 38232, 38233, 38236, 38240, 38241, 38251, 38257, 38260, 38272, 38286, 38290, 38292, 38298, 38304, 38307, 38308, 38312, 38313, 38316, 38319, 38326, 38327, 38337, 38346, 38348, 38350, 38353, 38354, 38360, 38362, 38364, 38384, 38390, 38392, 38394, 38399, 38401, 38410, 38411, 38419, 38422, 38423, 38425, 38435, 38437, 38438, 38444, 38445, 38446, 38457, 38464, 38465, 38483, 38489, 38504, 38509, 38513, 38516, 38519, 38526, 38528, 38529, 38536, 38541, 38551, 38557, 38560, 38579, 38581, 38604, 38612, 38620, 38623, 38629, 38631, 38635, 38639, 38640, 38646, 38650, 38652, 38659, 38660, 38664, 38666, 38674, 38680, 38682, 38683, 38685, 38691, 38704, 38718, 38725, 38730, 38735, 38736, 38752, 38755, 38756, 38763, 38773, 38783, 38808, 38815, 38816, 38834, 38837, 38847, 38853, 38855, 38866, 38872, 38873, 38888, 38889, 38890, 38894, 38915, 38918, 38928, 38936, 38937, 38938, 38945, 38946, 38958, 38960, 38963, 38964, 38970, 38971, 38981, 39001, 39022, 39030, 39032, 39033, 39046, 39052, 39053, 39055, 39056, 39059, 39060, 39064, 39068, 39073, 39080, 39090, 39094, 39102, 39103, 39110, 39123, 39138, 39141, 39142, 39146, 39153, 39156, 39160, 39169, 39172, 39190, 39192, 39194, 39199, 39205, 39206, 39211, 39214, 39220, 39227, 39229, 39234, 39235, 39240, 39245, 39249, 39250, 39274, 39286, 39288, 39289, 39299, 39308, 39322, 39324, 39326, 39328, 39330, 39334, 39347, 39354, 39362, 39373, 39374, 39378, 39381, 39392, 39400, 39403, 39404, 39410, 39412, 39425, 39433, 39436, 39444, 39448, 39450, 39457, 39458, 39461, 39475, 39477, 39485, 39493, 39495, 39511, 39517, 39546, 39548, 39550, 39551, 39561, 39565, 39569, 39577, 39578, 39587, 39594, 39605, 39615, 39622, 39630, 39636, 39640, 39645, 39650, 39655, 39663, 39669, 39681, 39687, 39688, 39692, 39713, 39714, 39716, 39722, 39723, 39727, 39730, 39741, 39750, 39751, 39759, 39762, 39782, 39784, 39788, 39798, 39802, 39816, 39819, 39824, 39826, 39839, 39841, 39845, 39848, 39852, 39871, 39876, 39878, 39879, 39880, 39883, 39884, 39898, 39899, 39900, 39904, 39906, 39914, 39919, 39923, 39927, 39929, 39930, 39939, 39949, 39954, 39969, 39979, 39983, 39987, 39998, 39999, 40002, 40015, 40016, 40017, 40019, 40021, 40024, 40026, 40036, 40040, 40041, 40051, 40054, 40056, 40058, 40061, 40071, 40074, 40075, 40090, 40093, 40094, 40097, 40102, 40110, 40114, 40123, 40124, 40127, 40134, 40146, 40154, 40157, 40160, 40169, 40170, 40174, 40187, 40194, 40196, 40201, 40205, 40212, 40219, 40233, 40236, 40243, 40245, 40247, 40251, 40253, 40261, 40264, 40269, 40280, 40281, 40282, 40288, 40298, 40310, 40314, 40315, 40325, 40337, 40339, 40343, 40346, 40366, 40367, 40371, 40374, 40375, 40376, 40379, 40381, 40384, 40390, 40404, 40405, 40418, 40419, 40425, 40430, 40448, 40451, 40458, 40466, 40468, 40476, 40478, 40482, 40488, 40493, 40496, 40508, 40517, 40519, 40529, 40531, 40532, 40541, 40550, 40556, 40561, 40563, 40564, 40576, 40578, 40582, 40586, 40589, 40613, 40615, 40616, 40623, 40625, 40627, 40635, 40647, 40654, 40658, 40675, 40676, 40678, 40679, 40686, 40693, 40718, 40721, 40722, 40726, 40734, 40740, 40748, 40750, 40753, 40758, 40762, 40765, 40767, 40775, 40777, 40778, 40791, 40796, 40797, 40813, 40827, 40829, 40839, 40851, 40866, 40884, 40886, 40892, 40900, 40903, 40906, 40922, 40936, 40947, 40950, 40955, 40977, 40978, 40979, 40988, 40991, 40997, 41002, 41015, 41020, 41028, 41029, 41035, 41037, 41042, 41063, 41067, 41071, 41075, 41078, 41080, 41087, 41094, 41103, 41105, 41106, 41107, 41111, 41115, 41121, 41123, 41127, 41129, 41130, 41133, 41135, 41141, 41147, 41154, 41157, 41161, 41168, 41175, 41180, 41181, 41187, 41188, 41209, 41212, 41214, 41219, 41234, 41244, 41245, 41247, 41251, 41255, 41258, 41265, 41272, 41281, 41295, 41307, 41328, 41352, 41354, 41378, 41384, 41386, 41387, 41403, 41405, 41410, 41414, 41419, 41429, 41436, 41440, 41446, 41459, 41460, 41464, 41469, 41475, 41479, 41481, 41488, 41490, 41495, 41501, 41511, 41515, 41519, 41534, 41537, 41542, 41553, 41558, 41562, 41567, 41568, 41575, 41584, 41593, 41625, 41636, 41637, 41642, 41645, 41650, 41651, 41660, 41667, 41668, 41674, 41675, 41677, 41685, 41687, 41691, 41699, 41719, 41735, 41737, 41739, 41740, 41746, 41756, 41760, 41763, 41771, 41772, 41774, 41775, 41780, 41781, 41783, 41787, 41796, 41804, 41806, 41815, 41818, 41828, 41832, 41836, 41840, 41841, 41851, 41853, 41854, 41860, 41869, 41874, 41880, 41881, 41894, 41896, 41897, 41903, 41904, 41910, 41913, 41917, 41937, 41938, 41944, 41945, 41950, 41954, 41986, 41989, 42002, 42009, 42012, 42014, 42016, 42020, 42021, 42025, 42033, 42038, 42039, 42041, 42048, 42056, 42062, 42077, 42078, 42084, 42085, 42090, 42109, 42111, 42125, 42131, 42136, 42137, 42138, 42144, 42149, 42150, 42158, 42162, 42176, 42183, 42188, 42189, 42193, 42198, 42201, 42210, 42212, 42225, 42227, 42228, 42240, 42246, 42252, 42254, 42260, 42262, 42263, 42270, 42273, 42281, 42282, 42287, 42289, 42301, 42311, 42315, 42322, 42326, 42331, 42334, 42339, 42356, 42367, 42372, 42378, 42380, 42381, 42385, 42386, 42391, 42396, 42403, 42405, 42407, 42408, 42414, 42430, 42433, 42436, 42440, 42442, 42444, 42445, 42446, 42447, 42448, 42450, 42456, 42472, 42479, 42482, 42495, 42498, 42501, 42511, 42522, 42525, 42529, 42536, 42541, 42552, 42561, 42563, 42566, 42569, 42586, 42587, 42588, 42605, 42606, 42607, 42610, 42612, 42614, 42629, 42632, 42639, 42641, 42643, 42652, 42661, 42673, 42678, 42687, 42703, 42707, 42712, 42715, 42722, 42732, 42733, 42737, 42748, 42760, 42762, 42764, 42775, 42779, 42783, 42791, 42802, 42811, 42815, 42827, 42839, 42842, 42846, 42856, 42857, 42859, 42863, 42867, 42876, 42879, 42882, 42887, 42892, 42894, 42897, 42899, 42905, 42906, 42910, 42911, 42916, 42921, 42922, 42935, 42947, 42955, 42961, 42968, 42971, 42977, 42978, 42979, 42983, 42984, 42990, 42993, 42996, 42998, 43007, 43008, 43009, 43022, 43025, 43030, 43041, 43055, 43060, 43066, 43070, 43075, 43078, 43084, 43085, 43087, 43092, 43095, 43098, 43115, 43118, 43133, 43134, 43136, 43137, 43140, 43144, 43149, 43152, 43162, 43165, 43166, 43167, 43179, 43183, 43190, 43191, 43197, 43201, 43204, 43205, 43207, 43216, 43217, 43233, 43276, 43291, 43292, 43294, 43301, 43307, 43308, 43311, 43315, 43317, 43318, 43320, 43322, 43337, 43348, 43353, 43354, 43358, 43382, 43383, 43384, 43388, 43390, 43401, 43420, 43421, 43422, 43424, 43428, 43429, 43432, 43433, 43435, 43438, 43439, 43440, 43442, 43445, 43451, 43456, 43458, 43469, 43479, 43498, 43506, 43520, 43525, 43533, 43537, 43538, 43541, 43546, 43547, 43548, 43560, 43564, 43569, 43580, 43584, 43587, 43604, 43608, 43609, 43614, 43617, 43618, 43637, 43642, 43648, 43656, 43663, 43691, 43692, 43693, 43694, 43707, 43713, 43715, 43716, 43725, 43729, 43737, 43747, 43748, 43753, 43763, 43765, 43766, 43771, 43774, 43778, 43785, 43789, 43795, 43801, 43807, 43809, 43841, 43844, 43845, 43847, 43849, 43855, 43856, 43862, 43871, 43874, 43876, 43877, 43881, 43882, 43886, 43888, 43889, 43890, 43895, 43901, 43914, 43915, 43917, 43921, 43923, 43930, 43931, 43934, 43936, 43938, 43939, 43942, 43945, 43954, 43958, 43959, 43961, 43977, 43979, 43984, 43988, 44000, 44002, 44003, 44008, 44022, 44023, 44033, 44035, 44041, 44043, 44044, 44047, 44048, 44050, 44059, 44062, 44064, 44070, 44077, 44079, 44084, 44087, 44089, 44096, 44116, 44136, 44146, 44147, 44155, 44164, 44165, 44167, 44174, 44175, 44183, 44198, 44202, 44203, 44212, 44214, 44217, 44237, 44239, 44249, 44253, 44256, 44260, 44262, 44267, 44271, 44288, 44293, 44294, 44296, 44321, 44330, 44331, 44333, 44345, 44351, 44353, 44358, 44361, 44362, 44363, 44371, 44372, 44382, 44383, 44392, 44396, 44411, 44414, 44416, 44420, 44436, 44441, 44442, 44443, 44446, 44467, 44471, 44492, 44494, 44498, 44500, 44509, 44513, 44518, 44519, 44528, 44529, 44537, 44544, 44545, 44548, 44552, 44556, 44563, 44573, 44577, 44593, 44596, 44606, 44620, 44629, 44630, 44644, 44647, 44651, 44652, 44665, 44680, 44681, 44696, 44704, 44707, 44710, 44727, 44729, 44730, 44745, 44754, 44756, 44759, 44763, 44764, 44775, 44776, 44781, 44788, 44789, 44791, 44793, 44801, 44802, 44804, 44810, 44824, 44828, 44839, 44840, 44847, 44857, 44863, 44865, 44867, 44877, 44884, 44891, 44894, 44904, 44910, 44912, 44914, 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30602, 30605, 30612, 30615, 30622, 30625, 30627, 30631, 30644, 30653, 30654, 30655, 30656, 30662, 30673, 30678, 30680, 30681, 30688, 30701, 30706, 30709, 30710, 30712, 30714, 30724, 30735, 30745, 30747, 30748, 30750, 30758, 30760, 30762, 30770, 30771, 30773, 30776, 30788, 30790, 30798, 30811, 30815, 30818, 30827, 30833, 30836, 30838, 30852, 30853, 30854, 30857, 30860, 30866, 30873, 30874, 30877, 30883, 30884, 30890, 30899, 30904, 30911, 30912, 30918, 30923, 30932, 30933, 30939, 30941, 30950, 30957, 30963, 30975, 30976, 30978, 30981, 30982, 31006, 31015, 31021, 31024, 31026, 31028, 31035, 31037, 31038, 31046, 31052, 31057, 31059, 31060, 31069, 31070, 31072, 31074, 31085, 31089, 31098, 31103, 31106, 31112, 31119, 31125, 31127, 31137, 31148, 31149, 31150, 31157, 31163, 31170, 31176, 31187, 31188, 31189, 31190, 31194, 31196, 31204, 31207, 31208, 31214, 31220, 31221, 31222, 31223, 31229, 31236, 31238, 31243, 31245, 31249, 31253, 31256, 31260, 31263, 31270, 31274, 31288, 31289, 31291, 31297, 31306, 31309, 31311, 31323, 31329, 31333, 31335, 31340, 31356, 31357, 31360, 31367, 31372, 31378, 31383, 31384, 31389, 31393, 31396, 31397, 31399, 31402, 31404, 31422, 31423, 31427, 31435, 31437, 31450, 31454, 31456, 31461, 31463, 31465, 31466, 31478, 31481, 31487, 31490, 31493, 31495, 31499, 31502, 31516, 31525, 31527, 31528, 31529, 31531, 31533, 31540, 31542, 31548, 31551, 31559, 31560, 31564, 31577, 31583, 31588, 31591, 31596, 31600, 31601, 31604, 31608, 31620, 31624, 31632, 31636, 31640, 31642, 31643, 31649, 31650, 31656, 31664, 31667, 31670, 31673, 31678, 31687, 31694, 31696, 31697, 31708, 31710, 31711, 31712, 31714, 31718, 31722, 31725, 31731, 31737, 31742, 31746, 31750, 31754, 31756, 31760, 31768, 31769, 31778, 31781, 31789, 31800, 31802, 31803, 31804, 31824, 31825, 31826, 31827, 31828, 31831, 31834, 31847, 31850, 31852, 31858, 31861, 31864, 31865, 31868, 31874, 31880, 31884, 31888, 31895, 31896, 31899, 31903, 31908, 31917, 31926, 31928, 31942, 31943, 31945, 31954, 31955, 31957, 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32685, 32687, 32695, 32701, 32706, 32713, 32718, 32742, 32756, 32759, 32763, 32767, 32768, 32769, 32772, 32775, 32781, 32785, 32789, 32792, 32794, 32795, 32803, 32815, 32823, 32846, 32847, 32867, 32873, 32877, 32882, 32891, 32895, 32897, 32904, 32906, 32910, 32913, 32919, 32920, 32923, 32927, 32930, 32931, 32933, 32938, 32940, 32945, 32953, 32955, 32959, 32962, 32963, 32968, 32969, 32975, 32980, 32982, 32986, 32988, 32994, 33003, 33005, 33006, 33012, 33013, 33014, 33017, 33024, 33027, 33029, 33036, 33046, 33052, 33053, 33056, 33064, 33065, 33080, 33083, 33084, 33086, 33088, 33090, 33105, 33109, 33121, 33125, 33128, 33130, 33132, 33133, 33135, 33146, 33150, 33154, 33158, 33159, 33162, 33166, 33175, 33177, 33184, 33186, 33194, 33195, 33199, 33205, 33210, 33215, 33216, 33229, 33231, 33238, 33240, 33242, 33251, 33255, 33272, 33277, 33282, 33294, 33307, 33310, 33314, 33320, 33321, 33323, 33328, 33329, 33337, 33339, 33342, 33346, 33347, 33356, 33358, 33362, 33366, 33368, 33370, 33374, 33375, 33377, 33378, 33383, 33386, 33389, 33391, 33400, 33413, 33416, 33423, 33426, 33430, 33440, 33442, 33445, 33451, 33453, 33459, 33463, 33469, 33472, 33474, 33482, 33490, 33492, 33496, 33503, 33512, 33514, 33525, 33533, 33534, 33535, 33536, 33538, 33540, 33541, 33550, 33552, 33555, 33558, 33562, 33575, 33584, 33589, 33590, 33594, 33599, 33606, 33622, 33625, 33631, 33632, 33645, 33651, 33655, 33666, 33672, 33675, 33677, 33691, 33697, 33700, 33702, 33706, 33707, 33711, 33712, 33716, 33719, 33727, 33730, 33738, 33746, 33751, 33754, 33755, 33757, 33761, 33780, 33789, 33795, 33800, 33804, 33811, 33817, 33819, 33821, 33825, 33830, 33831, 33835, 33849, 33853, 33861, 33864, 33866, 33869, 33873, 33883, 33889, 33900, 33917, 33921, 33925, 33930, 33931, 33932, 33933, 33940, 33943, 33950, 33953, 33954, 33955, 33958, 33959, 33960, 33963, 33964, 33965, 33966, 33977, 33980, 33984, 33989, 33995, 34000, 34013, 34015, 34016, 34028, 34048, 34067, 34071, 34074, 34081, 34084, 34088, 34094, 34101, 34105, 34109, 34117, 34118, 34122, 34128, 34133, 34137, 34146, 34150, 34153, 34159, 34164, 34165, 34168, 34169, 34173, 34183, 34185, 34200, 34202, 34209, 34211, 34213, 34214, 34215, 34229, 34234, 34235, 34238, 34240, 34242, 34258, 34260, 34263, 34280, 34284, 34286, 34288, 34290, 34291, 34296, 34303, 34309, 34311, 34312, 34314, 34321, 34323, 34329, 34335, 34348, 34353, 34356, 34360, 34365, 34387, 34392, 34396, 34410, 34411, 34419, 34420, 34431, 34434, 34445, 34450, 34456, 34457, 34460, 34461, 34468, 34483, 34484, 34487, 34492, 34497, 34503, 34504, 34507, 34510, 34516, 34518, 34528, 34549, 34551, 34555, 34558, 34560, 34562, 34566, 34574, 34589, 34591, 34594, 34596, 34600, 34608, 34610, 34612, 34615, 34617, 34625, 34629, 34636, 34637, 34641, 34652, 34655, 34656, 34662, 34666, 34667, 34672, 34676, 34678, 34679, 34688, 34692, 34711, 34718, 34721, 34735, 34736, 34737, 34738, 34740, 34749, 34755, 34766, 34770, 34771, 34772, 34776, 34777, 34784, 34785, 34788, 34790, 34794, 34797, 34806, 34809, 34814, 34816, 34822, 34827, 34828, 34833, 34835, 34842, 34843, 34847, 34858, 34861, 34867, 34870, 34875, 34879, 34884, 34891, 34896, 34898, 34900, 34903, 34904, 34905, 34921, 34923, 34925, 34926, 34929, 34930, 34935, 34936, 34940, 34947, 34949, 34955, 34961, 34970, 34974, 34978, 34982, 34985, 34986, 34987, 34991, 34992, 35003, 35004, 35009, 35018, 35023, 35035, 35040, 35043, 35049, 35056, 35058, 35063, 35064, 35071, 35072, 35073, 35075, 35095, 35098, 35100, 35104, 35106, 35113, 35124, 35145, 35146, 35148, 35160, 35168, 35171, 35172, 35173, 35180, 35181, 35182, 35198, 35200, 35202, 35206, 35207, 35210, 35212, 35214, 35215, 35216, 35217, 35219, 35227, 35237, 35242, 35243, 35244, 35245, 35248, 35255, 35256, 35267, 35268, 35275, 35278, 35280, 35282, 35285, 35290, 35291, 35299, 35301, 35316, 35322, 35332, 35335, 35344, 35348, 35350, 35353, 35356, 35358, 35364, 35368, 35371, 35376, 35382, 35387, 35389, 35390, 35393, 35394, 35398, 35399, 35400, 35401, 35415, 35422, 35426, 35427, 35428, 35429, 35438, 35443, 35445, 35447, 35450, 35452, 35453, 35458, 35473, 35475, 35478, 35481, 35485, 35499, 35500, 35504, 35509, 35521, 35534, 35543, 35545, 35547, 35551, 35554, 35557, 35560, 35566, 35567, 35582, 35583, 35584, 35585, 35589, 35591, 35597, 35598, 35599, 35606, 35607, 35613, 35615, 35619, 35629, 35631, 35637, 35640, 35642, 35643, 35644, 35647, 35649, 35652, 35661, 35665, 35666, 35668, 35673, 35675, 35676, 35679, 35686, 35687, 35692, 35700, 35731, 35736, 35739, 35740, 35744, 35748, 35749, 35751, 35763, 35766, 35771, 35772, 35775, 35777, 35778, 35785, 35787, 35788, 35792, 35793, 35798, 35799, 35812, 35815, 35821, 35824, 35826, 35827, 35836, 35839, 35840, 35856, 35859, 35868, 35872, 35883, 35884, 35886, 35888, 35889, 35890, 35898, 35904, 35908, 35916, 35918, 35945, 35947, 35954, 35978, 35981, 36002, 36004, 36009, 36016, 36018, 36039, 36041, 36051, 36052, 36057, 36060, 36061, 36067, 36072, 36076, 36082, 36111, 36119, 36126, 36131, 36135, 36137, 36150, 36160, 36166, 36176, 36180, 36189, 36195, 36196, 36213, 36216, 36220, 36231, 36233, 36234, 36236, 36242, 36246, 36256, 36264, 36270, 36273, 36284, 36293, 36296, 36303, 36306, 36309, 36317, 36319, 36320, 36321, 36325, 36326, 36328, 36338, 36345, 36347, 36352, 36353, 36369, 36380, 36388, 36390, 36393, 36396, 36397, 36403, 36405, 36407, 36408, 36417, 36419, 36420, 36426, 36427, 36430, 36435, 36440, 36441, 36443, 36453, 36454, 36455, 36456, 36458, 36462, 36468, 36472, 36473, 36476, 36483, 36486, 36490, 36492, 36493, 36494, 36497, 36498, 36512, 36516, 36517, 36522, 36523, 36525, 36537, 36539, 36542, 36547, 36557, 36558, 36561, 36564, 36567, 36569, 36573, 36579, 36584, 36585, 36596, 36598, 36608, 36612, 36617, 36620, 36622, 36624, 36627, 36629, 36637, 36660, 36664, 36665, 36667, 36676, 36690, 36691, 36696, 36699, 36703, 36704, 36712, 36715, 36716, 36722, 36731, 36742, 36743, 36756, 36758, 36759, 36761, 36762, 36765, 36772, 36773, 36776, 36782, 36785, 36791, 36809, 36810, 36812, 36816, 36826, 36827, 36828, 36830, 36839, 36840, 36849, 36850, 36861, 36871, 36872, 36876, 36878, 36881, 36894, 36900, 36901, 36912, 36918, 36927, 36929, 36934, 36939, 36943, 36953, 36966, 36967, 36970, 36971, 36973, 36982, 36991, 37009, 37012, 37017, 37019, 37026, 37031, 37034, 37035, 37036, 37042, 37044, 37045, 37046, 37049, 37058, 37060, 37061, 37062, 37065, 37069, 37077, 37083, 37084, 37090, 37093, 37102, 37103, 37108, 37109, 37114, 37125, 37133, 37135, 37143, 37145, 37147, 37152, 37156, 37167, 37169, 37173, 37176, 37177, 37181, 37187, 37189, 37194, 37197, 37198, 37199, 37200, 37201, 37211, 37216, 37217, 37223, 37224, 37225, 37226, 37231, 37241, 37244, 37255, 37259, 37262, 37270, 37280, 37283, 37288, 37289, 37294, 37300, 37301, 37304, 37317, 37320, 37327, 37329, 37331, 37336, 37339, 37341, 37356, 37361, 37367, 37368, 37369, 37373, 37374, 37381, 37396, 37403, 37411, 37420, 37423, 37431, 37442, 37444, 37452, 37453, 37460, 37483, 37484, 37487, 37489, 37498, 37501, 37502, 37506, 37507, 37509, 37515, 37529, 37535, 37537, 37539, 37543, 37549, 37555, 37567, 37568, 37569, 37570, 37593, 37604, 37605, 37608, 37610, 37611, 37614, 37616, 37618, 37626, 37635, 37646, 37650, 37652, 37658, 37665, 37669, 37670, 37673, 37674, 37681, 37688, 37689, 37691, 37692, 37699, 37708, 37709, 37712, 37715, 37728, 37729, 37734, 37741, 37744, 37749, 37750, 37755, 37760, 37772, 37775, 37778, 37780, 37787, 37793, 37797, 37804, 37805, 37816, 37821, 37823, 37836, 37837, 37843, 37851, 37863, 37868, 37871, 37873, 37875, 37878, 37886, 37887, 37889, 37893, 37901, 37903, 37906, 37911, 37913, 37915, 37921, 37922, 37928, 37933, 37939, 37948, 37950, 37964, 37976, 37978, 37991, 37993, 37999, 38002, 38007, 38008, 38017, 38035, 38041, 38053, 38054, 38061, 38066, 38081, 38084, 38086, 38090, 38102, 38116, 38127, 38147, 38157, 38158, 38160, 38165, 38170, 38173, 38191, 38200, 38207, 38211, 38213, 38218, 38221, 38223, 38227, 38230, 38232, 38233, 38236, 38239, 38240, 38241, 38251, 38257, 38260, 38270, 38272, 38286, 38290, 38292, 38298, 38304, 38307, 38308, 38312, 38313, 38316, 38319, 38326, 38327, 38333, 38337, 38346, 38348, 38350, 38354, 38360, 38362, 38364, 38384, 38390, 38391, 38392, 38394, 38399, 38401, 38410, 38411, 38419, 38422, 38423, 38425, 38432, 38435, 38437, 38438, 38444, 38445, 38446, 38457, 38464, 38465, 38467, 38473, 38481, 38483, 38486, 38489, 38490, 38491, 38504, 38509, 38513, 38516, 38519, 38526, 38528, 38529, 38536, 38541, 38551, 38557, 38560, 38561, 38579, 38581, 38585, 38600, 38604, 38612, 38615, 38620, 38623, 38629, 38631, 38635, 38639, 38640, 38643, 38646, 38650, 38652, 38657, 38659, 38660, 38664, 38666, 38674, 38680, 38682, 38683, 38685, 38691, 38702, 38704, 38718, 38725, 38730, 38735, 38736, 38752, 38755, 38756, 38763, 38771, 38773, 38783, 38808, 38815, 38816, 38826, 38834, 38837, 38847, 38850, 38853, 38855, 38856, 38866, 38872, 38873, 38885, 38888, 38889, 38890, 38892, 38894, 38905, 38908, 38914, 38915, 38918, 38922, 38928, 38936, 38937, 38938, 38943, 38945, 38946, 38958, 38960, 38963, 38964, 38968, 38970, 38971, 38977, 38981, 38999, 39001, 39017, 39022, 39029, 39030, 39032, 39033, 39043, 39046, 39049, 39052, 39053, 39055, 39056, 39059, 39060, 39064, 39068, 39073, 39078, 39080, 39090, 39094, 39102, 39103, 39110, 39123, 39126, 39138, 39141, 39142, 39143, 39146, 39153, 39156, 39160, 39169, 39172, 39173, 39183, 39190, 39192, 39194, 39199, 39205, 39206, 39211, 39214, 39219, 39220, 39227, 39229, 39234, 39235, 39240, 39245, 39249, 39250, 39251, 39271, 39274, 39281, 39285, 39286, 39288, 39289, 39299, 39308, 39318, 39322, 39324, 39328, 39330, 39332, 39334, 39347, 39354, 39362, 39373, 39374, 39378, 39381, 39392, 39400, 39403, 39404, 39410, 39412, 39416, 39425, 39433, 39436, 39444, 39448, 39450, 39451, 39457, 39458, 39461, 39473, 39475, 39476, 39477, 39485, 39493, 39495, 39508, 39511, 39517, 39532, 39535, 39546, 39548, 39550, 39551, 39552, 39561, 39565, 39569, 39577, 39578, 39579, 39587, 39594, 39605, 39615, 39622, 39630, 39636, 39637, 39640, 39644, 39645, 39650, 39655, 39663, 39669, 39681, 39687, 39688, 39692, 39709, 39713, 39714, 39715, 39716, 39718, 39722, 39723, 39727, 39730, 39741, 39750, 39751, 39759, 39762, 39782, 39784, 39788, 39789, 39798, 39802, 39804, 39816, 39819, 39824, 39826, 39833, 39839, 39841, 39845, 39848, 39852, 39866, 39871, 39874, 39876, 39878, 39879, 39880, 39883, 39884, 39893, 39898, 39899, 39900, 39902, 39904, 39906, 39912, 39914, 39919, 39923, 39927, 39929, 39930, 39939, 39949, 39954, 39961, 39969, 39979, 39982, 39983, 39987, 39995, 39998, 39999, 40002, 40015, 40016, 40017, 40019, 40021, 40024, 40026, 40036, 40040, 40041, 40051, 40054, 40056, 40058, 40061, 40071, 40074, 40075, 40082, 40088, 40090, 40093, 40094, 40097, 40102, 40110, 40113, 40114, 40123, 40124, 40127, 40134, 40137, 40138, 40146, 40154, 40157, 40160, 40169, 40170, 40171, 40174, 40179, 40187, 40194, 40196, 40201, 40205, 40212, 40215, 40219, 40222, 40233, 40236, 40242, 40243, 40245, 40247, 40251, 40253, 40261, 40264, 40269, 40279, 40280, 40281, 40282, 40298, 40305, 40310, 40311, 40312, 40313, 40314, 40315, 40317, 40319, 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60859, 60867, 60868, 60871, 60875, 60890, 60897, 60902, 60906, 60910, 60922, 60930, 60936, 60953, 60955, 60964, 60966, 60973, 60980, 60983, 61002, 61022, 61026, 61029, 61031, 61035, 61046, 61060, 61079, 61082, 61087, 61121, 61152, 61168, 61172, 61186, 61188, 61194, 61195, 61205, 61211, 61223, 61230, 61231, 61234, 61241, 61242, 61243, 61252, 61256, 61265, 61280, 61284, 61288, 61300, 61307, 61309, 61312, 61317, 61325, 61344, 61362, 61394, 61404, 61405, 61434, 61444, 61447, 61454, 61465, 61469, 61471, 61489, 61494, 61495, 61512, 61513, 61514, 61519, 61521, 61564, 61567, 61580, 61595, 61607, 61612, 61615, 61643, 61648, 61654, 61667, 61675, 61683, 61686, 61687, 61709, 61710, 61711, 61712, 61714, 61721, 61722, 61731, 61733, 61739, 61742, 61751, 61788, 61789, 61790, 61792, 61796, 61804, 61807, 61812, 61817, 61840, 61868, 61889, 61904, 61917, 61924, 61926, 61943, 61946, 61959, 61960, 61965, 61985, 61991, 62005, 62006, 62007, 62037, 62038, 62050, 62054, 62057, 62071, 62078, 62087, 62092, 62103, 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68868, 68870, 68887, 68891, 68902, 68907, 68917, 68946, 68950, 68953, 69002, 69006, 69021, 69028, 69044, 69048, 69058, 69075, 69081, 69087, 69094, 69096, 69106, 69124, 69143, 69147, 69194, 69196, 69203, 69210, 69214, 69218, 69241, 69254, 69256, 69257, 69268, 69271, 69274, 69280, 69286, 69294, 69296, 69313, 69326, 69329, 69344, 69349, 69352, 69363, 69387, 69395, 69408, 69411, 69422, 69423, 69430, 69434, 69440, 69449, 69462, 69497, 69512, 69518, 69531, 69546, 69551, 69552, 69554, 69556, 69557, 69558, 69564, 69572, 69573, 69580, 69602, 69604, 69609, 69610, 69611, 69615, 69628, 69650, 69652, 69654, 69657, 69660, 69661, 69672, 69677, 69696, 69707, 69712, 69728, 69731, 69740, 69764, 69777, 69797, 69805, 69807, 69809, 69813, 69822, 69825, 69829, 69839, 69842, 69846, 69865, 69870, 69879, 69906, 69916, 69934, 69941, 69945, 69949, 69954, 69961, 69966, 69973, 69985, 69993, 69996, 70000, 70001, 70019, 70033, 70035, 70036, 70042, 70062, 70084, 70116, 70130, 70134, 70139, 70146, 70149, 70150, 70196, 70198, 70203, 70205, 70219, 70241, 70242, 70244, 70250, 70275, 70309, 70321, 70326, 70330, 70335, 70338, 70341, 70350, 70360, 70367, 70369, 70400, 70406, 70420, 70455, 70465, 70476, 70506, 70544, 70545, 70553, 70561, 70566, 70573, 70579, 70583, 70586, 70606, 70609, 70613, 70614, 70630, 70637, 70641, 70677, 70682, 70693, 70701, 70702, 70708, 70721, 70731, 70734, 70736, 70737, 70740, 70741, 70751, 70762, 70768, 70771, 70775, 70781, 70790, 70810, 70811, 70814, 70816, 70833, 70835, 70839, 70851, 70857, 70864, 70868, 70872, 70874, 70884, 70885, 70886, 70909, 70912, 70915, 70917, 70918, 70922, 70923, 70925, 70927, 70933, 70934, 70943, 70947, 70949, 70967, 70978, 70996, 71015, 71020, 71021, 71022, 71034, 71052, 71053, 71059, 71070, 71075, 71079, 71083, 71099, 71100, 71112, 71118, 71132, 71135, 71139, 71145, 71158, 71163, 71186, 71203, 71220, 71268, 71272, 71280, 71290, 71291, 71296, 71303, 71340, 71361, 71364, 71369, 71395, 71406, 71413, 71429, 71432, 71435, 71448, 71451, 71479, 71484, 71485, 71496, 71522, 71544, 71549, 71567, 71569, 71570, 71571, 71584, 71586, 71591, 71596, 71598, 71599, 71619, 71621, 71635, 71653, 71676, 71683, 71685, 71689, 71696, 71701, 71702, 71707, 71715, 71716, 71739, 71740, 71741, 71745, 71746, 71769, 71770, 71773, 71784, 71801, 71808, 71831, 71838, 71843, 71851, 71878, 71879, 71880, 71888, 71896, 71900, 71902, 71906, 71909, 71916, 71920, 71921, 71928, 71933, 71941, 71952, 71962, 71982, 71984, 71989, 72026, 72033, 72044, 72055, 72065, 72082, 72093, 72099, 72101, 72104, 72105, 72106, 72126, 72127, 72133, 72135, 72138, 72140, 72142, 72150, 72155, 72156, 72175, 72187, 72197, 72198, 72205, 72207, 72211, 72212, 72213, 72214, 72219, 72222, 72227, 72234, 72235, 72237, 72238, 72243, 72245, 72247, 72255, 72274, 72290, 72311, 72335, 72338, 72340, 72342, 72367, 72372, 72383, 72390, 72398, 72399, 72403, 72417, 72429, 72439, 72446, 72460, 72465, 72479, 72512, 72527, 72529, 72541, 72547, 72551, 72558, 72575, 72586, 72600, 72605, 72626, 72642, 72655, 72682, 72685, 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74093, 74096, 74115, 74130, 74138, 74139, 74155, 74200, 74202, 74229, 74241, 74243, 74259, 74260, 74262, 74284, 74287, 74290, 74293, 74298, 74310, 74312, 74342, 74350, 74351, 74376, 74390, 74393, 74398, 74415, 74435, 74463, 74470, 74474, 74479, 74486, 74496, 74500, 74519, 74535, 74539, 74545, 74548, 74557, 74564, 74586, 74587, 74591, 74598, 74608, 74628, 74635, 74639, 74642, 74650, 74651, 74652, 74653, 74663, 74674, 74675, 74676, 74678, 74682, 74703, 74707, 74711, 74727, 74733, 74758, 74764, 74775, 74779]


# Remove outliers

# # Create a list to store indices of all outliers
# all_outlier_indices = []
# for indices in outlier_indices.values():
#     all_outlier_indices.extend(indices)

# # Remove duplicates (if any)
# all_outlier_indices = list(set(all_outlier_indices))

# # Drop the rows with outlier indices
# df_cleaned = df.drop(all_outlier_indices)

# print(f"Original DataFrame shape: {df.shape}")
# print(f"Cleaned DataFrame shape: {df_cleaned.shape}")


# KDE Plot
def create_kde_plot(column):
  sns.kdeplot(data=df[high_variability_features])
  plt.title('KDE Plot Comparison')
  plt.show()

def create_kde_plot_single(column):
  sns.kdeplot(data=df[column])
  plt.title(f'KDE Plot of {column}')
  plt.show()

create_kde_plot(high_variability_features)
for i in high_variability_features:
  create_kde_plot_single(i)

# Histogram
def create_hist_plot(column):
  df[column].plot.hist()
  plt.title(f'Histogram of {column}')
  plt.show()

for i in high_variability_features:
  create_hist_plot(i)

# Skewness
def calculate_skewness(column):
  skewness_value = df[column].skew()
  print(f"Skewness of {column}: {skewness_value}")

for i in high_variability_features:
  calculate_skewness(i)

Skewness of McCabeLineCount: 6.819252237497018
Skewness of HalsteadEffort: 7.7062262819206815
Skewness of HalsteadVolume: 6.089922793129366
Skewness of HalsteadTotalOperatorsOperands: 5.537410814739726
Skewness of HalsteadTimeEstimator: 6.383835282291489
Skewness of HalsteadIntelligence: 6.223621886812523
Skewness of CodeAge: 2.8088839120962246


import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns

# Apply log transformation (adding 1 to avoid log(0) issues)
for feature in high_variability_features:
    df[feature] = np.log1p(df[feature])

#visualize the transformed distributions
plt.figure(figsize=(15, 10))
for i, feature in enumerate(high_variability_features):
    plt.subplot(1, len(high_variability_features), i+1)
    sns.histplot(df[feature], kde=True)
    plt.title(f"Log-Transformed Distribution of {feature}")
    plt.xticks(rotation=90)
plt.tight_layout()
plt.show()


# Calculate skewness for each transformed feature
skewness_after_log = df[high_variability_features].skew()

# Print the results
print(skewness_after_log)

McCabeLineCount                   6.267546
HalsteadEffort                    3.977018
HalsteadVolume                    3.761109
HalsteadTotalOperatorsOperands    3.585214
HalsteadTimeEstimator             3.128189
HalsteadIntelligence              3.490347
CodeAge                           0.511582
dtype: float64


# box plot on a log scale

# Create box plots for each numerical feature
plt.figure(figsize=(15, 10))  # Adjust figure size as needed
df[numerical_cols].boxplot()
plt.xticks(rotation=90)  # Rotate x-axis labels for readability
plt.yscale('log', base=2)
plt.title('Box Plots of Numerical Features (Log Scale)')
plt.show()


# #heatmap
# plt.figure(figsize=(20,12))
# corr=df.corr()
# mask=np.triu(np.ones_like(corr,dtype=bool))
# sns.heatmap(corr, mask=mask,linewidths=1,annot=True,fmt=".2f",cmap="coolwarm", annot_kws={"size": 10, "color": "black"})
# plt.show()
corr = df[numerical_cols].corr()
sns.heatmap(corr, cmap='coolwarm')

<Axes: >


import pandas as pd

#correlation matrix
correlation_matrix = df.corr()
#correlation_matrix = df[numerical_cols].corr()

# Print the correlation matrix
print(correlation_matrix)

                                 McCabeLineCount  McCabeCyclomaticComplexity  \
McCabeLineCount                         1.000000                   -0.012104   
McCabeCyclomaticComplexity             -0.012104                    1.000000   
McCabeEssentialComplexity              -0.012024                    0.373747   
McCabeDesignComplexity                 -0.017495                    0.013642   
HalsteadTotalOperatorsOperands         -0.018053                    0.022860   
HalsteadVolume                         -0.022420                    0.022936   
HalsteadProgramLength                   0.025281                   -0.027481   
HalsteadDifficulty                     -0.034709                    0.036557   
HalsteadIntelligence                   -0.004532                   -0.006018   
HalsteadEffort                         -0.041675                    0.047625   
HalsteadB                              -0.017101                    0.013337   
HalsteadTimeEstimator                  -0.050298                    0.055131   
HalsteadLineCountCode                  -0.011000                    0.007967   
HalsteadLineCountComment               -0.018002                    0.009008   
HalsteadLineCountBlank                 -0.018515                    0.018576   
HalsteadLineCountCodeAndComment        -0.012291                    0.022652   
UniqueOperators                        -0.012146                    0.017500   
UniqueOperands                         -0.022230                    0.012609   
TotalOperators                         -0.023969                    0.030445   
TotalOperands                          -0.030430                    0.028532   
BranchCount                            -0.030489                    0.065212   
defects                                -0.035573                    0.051813   
CodeDensity                            -0.003936                    0.010185   
OperatorToOperandRatio                  0.001287                   -0.006429   
CommentDensity                         -0.023866                    0.006315   
ComplexityEfficiency                    0.000788                    0.021168   
OperandsPerOperator                     0.000155                   -0.006171   
CodeAndCommentRatio                    -0.019915                    0.016866   
CodeAge                                 0.002030                   -0.000385   
CodeLanguage                            0.002964                   -0.000589   
CodeSizeCategory                       -0.003371                   -0.001298   
CodeType                               -0.004219                    0.002517   
CodeQuality                             0.000492                    0.000852   
QualityScore                            0.011075                   -0.001955   
IsDeprecated                            0.001614                    0.001992   
TeamSize                               -0.000639                    0.000665   

                                 McCabeEssentialComplexity  \
McCabeLineCount                                  -0.012024   
McCabeCyclomaticComplexity                        0.373747   
McCabeEssentialComplexity                         1.000000   
McCabeDesignComplexity                            0.424501   
HalsteadTotalOperatorsOperands                   -0.003011   
HalsteadVolume                                    0.007826   
HalsteadProgramLength                            -0.021144   
HalsteadDifficulty                                0.024495   
HalsteadIntelligence                             -0.021856   
HalsteadEffort                                    0.043026   
HalsteadB                                         0.011770   
HalsteadTimeEstimator                             0.049249   
HalsteadLineCountCode                             0.008688   
HalsteadLineCountComment                          0.014498   
HalsteadLineCountBlank                            0.016890   
HalsteadLineCountCodeAndComment                   0.015354   
UniqueOperators                                   0.007181   
UniqueOperands                                    0.004123   
TotalOperators                                    0.026978   
TotalOperands                                     0.021559   
BranchCount                                       0.083653   
defects                                           0.061534   
CodeDensity                                      -0.007200   
OperatorToOperandRatio                           -0.009840   
CommentDensity                                    0.008668   
ComplexityEfficiency                              0.018021   
OperandsPerOperator                              -0.015638   
CodeAndCommentRatio                               0.004787   
CodeAge                                           0.003903   
CodeLanguage                                     -0.003394   
CodeSizeCategory                                 -0.000266   
CodeType                                          0.000315   
CodeQuality                                       0.005741   
QualityScore                                      0.000599   
IsDeprecated                                     -0.003206   
TeamSize                                         -0.002244   

                                 McCabeDesignComplexity  \
McCabeLineCount                               -0.017495   
McCabeCyclomaticComplexity                     0.013642   
McCabeEssentialComplexity                      0.424501   
McCabeDesignComplexity                         1.000000   
HalsteadTotalOperatorsOperands                 0.265227   
HalsteadVolume                                 0.017902   
HalsteadProgramLength                         -0.025092   
HalsteadDifficulty                             0.029059   
HalsteadIntelligence                          -0.010317   
HalsteadEffort                                 0.054998   
HalsteadB                                      0.019819   
HalsteadTimeEstimator                          0.071199   
HalsteadLineCountCode                          0.021020   
HalsteadLineCountComment                       0.018971   
HalsteadLineCountBlank                         0.028171   
HalsteadLineCountCodeAndComment                0.020911   
UniqueOperators                                0.018851   
UniqueOperands                                 0.025038   
TotalOperators                                 0.032589   
TotalOperands                                  0.043477   
BranchCount                                    0.080614   
defects                                        0.075925   
CodeDensity                                   -0.001550   
OperatorToOperandRatio                        -0.011605   
CommentDensity                                 0.022936   
ComplexityEfficiency                           0.023846   
OperandsPerOperator                           -0.006114   
CodeAndCommentRatio                            0.022923   
CodeAge                                        0.003726   
CodeLanguage                                  -0.000574   
CodeSizeCategory                               0.000115   
CodeType                                       0.001247   
CodeQuality                                    0.004064   
QualityScore                                   0.008055   
IsDeprecated                                  -0.004898   
TeamSize                                      -0.003857   

                                 HalsteadTotalOperatorsOperands  \
McCabeLineCount                                       -0.018053   
McCabeCyclomaticComplexity                             0.022860   
McCabeEssentialComplexity                             -0.003011   
McCabeDesignComplexity                                 0.265227   
HalsteadTotalOperatorsOperands                         1.000000   
HalsteadVolume                                         0.535010   
HalsteadProgramLength                                 -0.036312   
HalsteadDifficulty                                     0.120252   
HalsteadIntelligence                                   0.073113   
HalsteadEffort                                         0.148827   
HalsteadB                                              0.063113   
HalsteadTimeEstimator                                  0.178024   
HalsteadLineCountCode                                  0.051729   
HalsteadLineCountComment                               0.046650   
HalsteadLineCountBlank                                 0.080836   
HalsteadLineCountCodeAndComment                        0.060418   
UniqueOperators                                        0.095137   
UniqueOperands                                         0.090304   
TotalOperators                                         0.121514   
TotalOperands                                          0.130621   
BranchCount                                            0.029275   
defects                                                0.052803   
CodeDensity                                            0.038416   
OperatorToOperandRatio                                -0.005844   
CommentDensity                                         0.058608   
ComplexityEfficiency                                   0.002570   
OperandsPerOperator                                    0.016127   
CodeAndCommentRatio                                    0.055471   
CodeAge                                               -0.003898   
CodeLanguage                                           0.004182   
CodeSizeCategory                                      -0.001164   
CodeType                                              -0.001716   
CodeQuality                                           -0.000862   
QualityScore                                           0.003697   
IsDeprecated                                          -0.001394   
TeamSize                                              -0.001603   

                                 HalsteadVolume  HalsteadProgramLength  \
McCabeLineCount                       -0.022420               0.025281   
McCabeCyclomaticComplexity             0.022936              -0.027481   
McCabeEssentialComplexity              0.007826              -0.021144   
McCabeDesignComplexity                 0.017902              -0.025092   
HalsteadTotalOperatorsOperands         0.535010              -0.036312   
HalsteadVolume                         1.000000               0.051032   
HalsteadProgramLength                  0.051032               1.000000   
HalsteadDifficulty                     0.149016              -0.065130   
HalsteadIntelligence                   0.081144               0.503708   
HalsteadEffort                         0.191506              -0.069476   
HalsteadB                              0.084765              -0.030905   
HalsteadTimeEstimator                  0.221883              -0.072634   
HalsteadLineCountCode                  0.056376              -0.019255   
HalsteadLineCountComment               0.057444              -0.018093   
HalsteadLineCountBlank                 0.096011              -0.031350   
HalsteadLineCountCodeAndComment        0.076249              -0.024022   
UniqueOperators                        0.113273              -0.033445   
UniqueOperands                         0.105043              -0.031123   
TotalOperators                         0.153743              -0.043241   
TotalOperands                          0.165175              -0.045110   
BranchCount                            0.050795              -0.048460   
defects                                0.071866              -0.053547   
CodeDensity                            0.044983              -0.019195   
OperatorToOperandRatio                -0.007624               0.012173   
CommentDensity                         0.067882              -0.027267   
ComplexityEfficiency                   0.013822               0.028524   
OperandsPerOperator                    0.009948               0.005184   
CodeAndCommentRatio                    0.071343              -0.023402   
CodeAge                               -0.006064               0.000218   
CodeLanguage                           0.002264               0.000113   
CodeSizeCategory                      -0.000894               0.000004   
CodeType                              -0.000355               0.001995   
CodeQuality                           -0.000617               0.001176   
QualityScore                          -0.000112               0.003659   
IsDeprecated                          -0.000153              -0.000167   
TeamSize                              -0.002025              -0.006579   

                                 HalsteadDifficulty  HalsteadIntelligence  \
McCabeLineCount                           -0.034709             -0.004532   
McCabeCyclomaticComplexity                 0.036557             -0.006018   
McCabeEssentialComplexity                  0.024495             -0.021856   
McCabeDesignComplexity                     0.029059             -0.010317   
HalsteadTotalOperatorsOperands             0.120252              0.073113   
HalsteadVolume                             0.149016              0.081144   
HalsteadProgramLength                     -0.065130              0.503708   
HalsteadDifficulty                         1.000000              0.363317   
HalsteadIntelligence                       0.363317              1.000000   
HalsteadEffort                             0.829847              0.450586   
HalsteadB                                  0.083537              0.272815   
HalsteadTimeEstimator                      0.290680              0.117868   
HalsteadLineCountCode                      0.066449              0.038026   
HalsteadLineCountComment                   0.075166              0.037561   
HalsteadLineCountBlank                     0.115349              0.063170   
HalsteadLineCountCodeAndComment            0.099770              0.044565   
UniqueOperators                            0.166036              0.075033   
UniqueOperands                             0.097476              0.088197   
TotalOperators                             0.185830              0.095329   
TotalOperands                              0.188044              0.107410   
BranchCount                                0.068489             -0.021353   
defects                                    0.088232              0.011198   
CodeDensity                                0.056983              0.034825   
OperatorToOperandRatio                     0.002338              0.005762   
CommentDensity                             0.092005              0.045515   
ComplexityEfficiency                      -0.024756              0.025785   
OperandsPerOperator                        0.015985              0.037713   
CodeAndCommentRatio                        0.092528              0.055354   
CodeAge                                   -0.002729             -0.002886   
CodeLanguage                               0.002909              0.000386   
CodeSizeCategory                          -0.002217              0.001836   
CodeType                                  -0.003593             -0.000745   
CodeQuality                               -0.014391             -0.003072   
QualityScore                              -0.005260             -0.000764   
IsDeprecated                               0.001995             -0.002964   
TeamSize                                   0.001979              0.001090   

                                 HalsteadEffort  ...  OperandsPerOperator  \
McCabeLineCount                       -0.041675  ...             0.000155   
McCabeCyclomaticComplexity             0.047625  ...            -0.006171   
McCabeEssentialComplexity              0.043026  ...            -0.015638   
McCabeDesignComplexity                 0.054998  ...            -0.006114   
HalsteadTotalOperatorsOperands         0.148827  ...             0.016127   
HalsteadVolume                         0.191506  ...             0.009948   
HalsteadProgramLength                 -0.069476  ...             0.005184   
HalsteadDifficulty                     0.829847  ...             0.015985   
HalsteadIntelligence                   0.450586  ...             0.037713   
HalsteadEffort                         1.000000  ...             0.015528   
HalsteadB                              0.340152  ...             0.010960   
HalsteadTimeEstimator                  0.443324  ...             0.008615   
HalsteadLineCountCode                  0.073592  ...             0.010518   
HalsteadLineCountComment               0.096527  ...            -0.001821   
HalsteadLineCountBlank                 0.155462  ...             0.010317   
HalsteadLineCountCodeAndComment        0.131469  ...            -0.000217   
UniqueOperators                        0.162131  ...             0.010115   
UniqueOperands                         0.139738  ...             0.012535   
TotalOperators                         0.249449  ...             0.009911   
TotalOperands                          0.266616  ...             0.009391   
BranchCount                            0.121255  ...             0.155622   
defects                                0.164284  ...            -0.017497   
CodeDensity                            0.048723  ...             0.087216   
OperatorToOperandRatio                -0.003522  ...             0.334252   
CommentDensity                         0.109481  ...             0.102402   
ComplexityEfficiency                   0.013096  ...            -0.005430   
OperandsPerOperator                    0.015528  ...             1.000000   
CodeAndCommentRatio                    0.129453  ...             0.132290   
CodeAge                               -0.000908  ...             0.146390   
CodeLanguage                           0.002568  ...            -0.009611   
CodeSizeCategory                      -0.001006  ...             0.002849   
CodeType                              -0.006450  ...             0.001485   
CodeQuality                           -0.011010  ...             0.071220   
QualityScore                          -0.004626  ...             0.077854   
IsDeprecated                           0.000344  ...             0.042488   
TeamSize                               0.002015  ...            -0.010843   

                                 CodeAndCommentRatio   CodeAge  CodeLanguage  \
McCabeLineCount                            -0.019915  0.002030      0.002964   
McCabeCyclomaticComplexity                  0.016866 -0.000385     -0.000589   
McCabeEssentialComplexity                   0.004787  0.003903     -0.003394   
McCabeDesignComplexity                      0.022923  0.003726     -0.000574   
HalsteadTotalOperatorsOperands              0.055471 -0.003898      0.004182   
HalsteadVolume                              0.071343 -0.006064      0.002264   
HalsteadProgramLength                      -0.023402  0.000218      0.000113   
HalsteadDifficulty                          0.092528 -0.002729      0.002909   
HalsteadIntelligence                        0.055354 -0.002886      0.000386   
HalsteadEffort                              0.129453 -0.000908      0.002568   
HalsteadB                                   0.050659 -0.001544      0.002660   
HalsteadTimeEstimator                       0.141686 -0.007046     -0.002853   
HalsteadLineCountCode                       0.037907  0.003104      0.000138   
HalsteadLineCountComment                    0.011536 -0.005941     -0.002623   
HalsteadLineCountBlank                      0.054627  0.000972      0.000467   
HalsteadLineCountCodeAndComment             0.041661 -0.000746     -0.000582   
UniqueOperators                             0.055842  0.000145      0.001988   
UniqueOperands                              0.057073  0.002558     -0.007253   
TotalOperators                              0.096717  0.004984     -0.002081   
TotalOperands                               0.104854  0.001897     -0.004272   
BranchCount                                 0.036335 -0.004388     -0.005127   
defects                                     0.059619  0.003838      0.005103   
CodeDensity                                 0.053052 -0.007186     -0.006591   
OperatorToOperandRatio                      0.046693  0.091996     -0.000487   
CommentDensity                              0.116400  0.030035     -0.007071   
ComplexityEfficiency                        0.008321  0.167645      0.004224   
OperandsPerOperator                         0.132290  0.146390     -0.009611   
CodeAndCommentRatio                         1.000000  0.094498      0.005364   
CodeAge                                     0.094498  1.000000     -0.002727   
CodeLanguage                                0.005364 -0.002727      1.000000   
CodeSizeCategory                            0.004306  0.004546     -0.002115   
CodeType                                    0.003366  0.005254     -0.000595   
CodeQuality                                 0.064169  0.230915     -0.006610   
QualityScore                                0.045366  0.052638     -0.004049   
IsDeprecated                                0.023809  0.104822      0.002046   
TeamSize                                    0.035407  0.119554      0.001763   

                                 CodeSizeCategory  CodeType  CodeQuality  \
McCabeLineCount                         -0.003371 -0.004219     0.000492   
McCabeCyclomaticComplexity              -0.001298  0.002517     0.000852   
McCabeEssentialComplexity               -0.000266  0.000315     0.005741   
McCabeDesignComplexity                   0.000115  0.001247     0.004064   
HalsteadTotalOperatorsOperands          -0.001164 -0.001716    -0.000862   
HalsteadVolume                          -0.000894 -0.000355    -0.000617   
HalsteadProgramLength                    0.000004  0.001995     0.001176   
HalsteadDifficulty                      -0.002217 -0.003593    -0.014391   
HalsteadIntelligence                     0.001836 -0.000745    -0.003072   
HalsteadEffort                          -0.001006 -0.006450    -0.011010   
HalsteadB                               -0.000422 -0.005774    -0.004869   
HalsteadTimeEstimator                    0.004395 -0.001184    -0.008304   
HalsteadLineCountCode                    0.000635 -0.000155    -0.004242   
HalsteadLineCountComment                 0.003880  0.002347    -0.004270   
HalsteadLineCountBlank                   0.008391 -0.004279    -0.002580   
HalsteadLineCountCodeAndComment         -0.001181 -0.001833    -0.004709   
UniqueOperators                          0.000137 -0.004498    -0.001284   
UniqueOperands                           0.000950  0.002537    -0.001697   
TotalOperators                          -0.006340 -0.000120    -0.002511   
TotalOperands                           -0.004678 -0.005295     0.001375   
BranchCount                              0.002152 -0.010242    -0.007871   
defects                                  0.003895 -0.000875    -0.002742   
CodeDensity                              0.000837 -0.001595    -0.002392   
OperatorToOperandRatio                  -0.003963 -0.006717    -0.016595   
CommentDensity                          -0.001769  0.002523     0.049895   
ComplexityEfficiency                    -0.005382  0.005594     0.196265   
OperandsPerOperator                      0.002849  0.001485     0.071220   
CodeAndCommentRatio                      0.004306  0.003366     0.064169   
CodeAge                                  0.004546  0.005254     0.230915   
CodeLanguage                            -0.002115 -0.000595    -0.006610   
CodeSizeCategory                         1.000000  0.001039     0.000959   
CodeType                                 0.001039  1.000000     0.004524   
CodeQuality                              0.000959  0.004524     1.000000   
QualityScore                            -0.005257 -0.001293     0.160979   
IsDeprecated                             0.002559  0.000280     0.032571   
TeamSize                                -0.000773  0.001816     0.134080   

                                 QualityScore  IsDeprecated  TeamSize  
McCabeLineCount                      0.011075      0.001614 -0.000639  
McCabeCyclomaticComplexity          -0.001955      0.001992  0.000665  
McCabeEssentialComplexity            0.000599     -0.003206 -0.002244  
McCabeDesignComplexity               0.008055     -0.004898 -0.003857  
HalsteadTotalOperatorsOperands       0.003697     -0.001394 -0.001603  
HalsteadVolume                      -0.000112     -0.000153 -0.002025  
HalsteadProgramLength                0.003659     -0.000167 -0.006579  
HalsteadDifficulty                  -0.005260      0.001995  0.001979  
HalsteadIntelligence                -0.000764     -0.002964  0.001090  
HalsteadEffort                      -0.004626      0.000344  0.002015  
HalsteadB                           -0.003902     -0.000439  0.000102  
HalsteadTimeEstimator                0.004874     -0.003532 -0.002710  
HalsteadLineCountCode               -0.006172     -0.001167 -0.005546  
HalsteadLineCountComment             0.001609      0.005183  0.000473  
HalsteadLineCountBlank               0.004929      0.002666  0.007199  
HalsteadLineCountCodeAndComment     -0.002424     -0.000826  0.003918  
UniqueOperators                      0.006087     -0.001236  0.003931  
UniqueOperands                       0.000066      0.004223  0.000358  
TotalOperators                       0.003067      0.003880  0.004709  
TotalOperands                        0.005790      0.005013  0.008401  
BranchCount                          0.007501     -0.001256  0.003413  
defects                             -0.000427     -0.006758 -0.005166  
CodeDensity                          0.001083      0.005436 -0.000379  
OperatorToOperandRatio              -0.015076     -0.012888 -0.005795  
CommentDensity                      -0.008716     -0.003327 -0.004574  
ComplexityEfficiency                 0.211216     -0.022181 -0.023974  
OperandsPerOperator                  0.077854      0.042488 -0.010843  
CodeAndCommentRatio                  0.045366      0.023809  0.035407  
CodeAge                              0.052638      0.104822  0.119554  
CodeLanguage                        -0.004049      0.002046  0.001763  
CodeSizeCategory                    -0.005257      0.002559 -0.000773  
CodeType                            -0.001293      0.000280  0.001816  
CodeQuality                          0.160979      0.032571  0.134080  
QualityScore                         1.000000      0.137672  0.106601  
IsDeprecated                         0.137672      1.000000  0.208894  
TeamSize                             0.106601      0.208894  1.000000  

[36 rows x 36 columns]


#Calculate absolute correlation matrix
corr_matrix = df.corr().abs()

# Create a mask for the upper triangle (to avoid redundancy)
mask = np.triu(np.ones_like(corr_matrix, dtype=bool))

# Mask the upper triangle of the correlation matrix
df1 = corr_matrix.mask(mask)

# Identify columns (features) with correlations above 0.95
df1_drop = [x for x in df1.columns if any(df1[x] > 0.95)]

print("Highly Correlated Features to Drop:", df1_drop)

# Drop the highly correlated features from your original DataFrame
df_cleaned = df.drop(columns=df1_drop)

print("Original DataFrame shape:", df.shape)
print("Cleaned DataFrame shape:", df_cleaned.shape)

Highly Correlated Features to Drop: []
Original DataFrame shape: (62099, 36)
Cleaned DataFrame shape: (62099, 36)


# Before removing outliers
plt.figure(figsize=(12, 6))
sns.boxplot(data=df[numerical_cols])
plt.title("Box Plots of Numerical Features (Before Outlier Removal)")
plt.xticks(rotation=90)
plt.show()


#Outlier detection
import pandas as pd
import numpy as np
from scipy import stats

# Calculate Z-scores for each numerical feature
z_scores = np.abs(stats.zscore(df[numerical_cols]))

# Set a threshold for outlier detection (e.g., 3 standard deviations)
threshold = 3

# Identify outliers
outlier_indices = (z_scores > threshold).any(axis=1)
outliers = df[outlier_indices]

print("Number of outliers detected:", outliers.shape[0])
print(outliers)

# Drop outliers (inplace modification)
df.drop(outliers.index, inplace=True)

print("Shape of DataFrame after removing outliers:", df.shape)

Number of outliers detected: 23796
       McCabeLineCount  McCabeCyclomaticComplexity  McCabeEssentialComplexity  \
1             2.002098                   -0.197120                  -0.143243   
5            -0.167032                   -0.128061                   0.743325   
6            -0.166431                   -0.231649                  -0.226359   
9            -0.167875                   -0.300708                  -0.226359   
17           -0.168718                   -0.266179                  -0.226359   
...                ...                         ...                        ...   
74788        -0.167152                   -0.266179                  -0.226359   
74790        -0.162591                   -0.059002                  -0.115538   
74792        -0.168236                    3.048646                   1.103493   
74793        -0.167875                   -0.266179                   0.743325   
74794         2.052708                    3.048646                   1.103493   

       McCabeDesignComplexity  HalsteadTotalOperatorsOperands  HalsteadVolume  \
1                   -0.253095                        1.390545        1.530866   
5                    1.700026                       -0.283274       -0.260918   
6                   -0.198077                       -0.270694       -0.237387   
9                   -0.253095                        1.530859        1.762928   
17                  -0.225586                       -0.320556       -0.314257   
...                       ...                             ...             ...   
74788                1.700026                        1.270649       -0.210648   
74790               -0.115551                       -0.150649        1.823554   
74792               -0.253095                       -0.329366       -0.332341   
74793                1.700026                       -0.311825       -0.300131   
74794               -0.225586                        1.223380        1.294755   

       HalsteadProgramLength  HalsteadDifficulty  HalsteadIntelligence  \
1                  -0.200560            0.045417             -0.383546   
5                  -0.187046           -0.213576             -0.224491   
6                  -0.187046           -0.177870             -0.227148   
9                  -0.187046           -0.152725             -0.289920   
17                 -0.160018           -0.404175             -0.289209   
...                      ...                 ...                   ...   
74788              -0.196055           -0.039573             -0.203230   
74790               0.335491            0.193269             -0.067924   
74792              -0.160018           -0.391602             -0.349376   
74793              -0.151009           -0.436863             -0.204157   
74794              -0.141999           -0.463517             -0.243344   

       HalsteadEffort  ...  OperandsPerOperator  CodeAndCommentRatio  \
1           -0.259018  ...            -0.277400            -0.152212   
5           -0.099046  ...             3.425403            -0.152212   
6           -0.256122  ...             1.271948             5.774493   
9           -0.261388  ...            -0.241232            -0.448547   
17          -0.290380  ...             3.465057            -0.152212   
...               ...  ...                  ...                  ...   
74788       -0.236620  ...            -0.324417             0.203391   
74790       -0.117795  ...            -0.303351            -0.441138   
74792       -0.294222  ...            -0.417109            -0.697468   
74793       -0.289351  ...             2.751278            -0.152212   
74794       -0.293120  ...            -0.315330            -0.152212   

        CodeAge  CodeLanguage  CodeSizeCategory  CodeType  CodeQuality  \
1     -0.390157             4                 1         1    -0.157343   
5      1.208228             0                 1         2     1.798534   
6     -0.018708             3                 2         1    -0.012463   
9     -0.575057             0                 0         1    -0.591982   
17    -1.416531             0                 1         2    -0.084903   
...         ...           ...               ...       ...          ...   
74788 -1.683404             2                 2         2    -0.591982   
74790 -0.259014             2                 2         1    -0.447103   
74792 -0.915326             2                 2         2    -0.302223   
74793 -0.215792             0                 0         1    -0.519542   
74794  0.558347             0                 0         0    -0.157343   

       QualityScore  IsDeprecated  TeamSize  
1         -0.089081      0.066609 -0.294916  
5          3.094689     -0.588810 -0.197465  
6         -0.264839     -0.588810 -0.294916  
9          0.041162     -0.588810 -0.246191  
17         0.829037      0.066609 -0.148740  
...             ...           ...       ...  
74788     -0.444976      0.066609 -0.441093  
74790     -0.063462     -0.588810 -0.246191  
74792      4.101349     -0.588810 -0.246191  
74793     -0.722262     -0.588810 -0.100014  
74794      2.123897     -0.588810 -0.002563  

[23796 rows x 36 columns]
Shape of DataFrame after removing outliers: (38303, 36)


plt.figure(figsize=(12, 6))
sns.boxplot(data=df[numerical_cols])
plt.title("Box Plots of Numerical Features (After Outlier Removal)")
#plt.yscale('log', base=2)
plt.xticks(rotation=90)
plt.show()


#Isolation forest

# from sklearn.ensemble import IsolationForest
# import numpy as np

# # Create an Isolation Forest model
# model = IsolationForest(contamination=0.05)  # Adjust contamination as needed

# # Fit the model to the numerical features and predict outliers
# df['outlier'] = model.fit_predict(df[numerical_cols])

# # Print the number of outliers detected
# print("Number of outliers detected:", (df['outlier'] == -1).sum())

# # # Optionally, display the rows identified as outliers
# print(df[df['outlier'] == -1])

# df.drop(df[df['outlier'] == -1].index, inplace=True)


df['defects'].head()

0    False
2    False
3    False
4    False
7    False
Name: defects, dtype: bool


# #Find important features

from sklearn.ensemble import RandomForestClassifier
from sklearn.preprocessing import LabelEncoder, StandardScaler
import matplotlib.pyplot as plt

# Preprocessing
# Encode categorical variables
label_encoders = {}
for column in categorical_cols:
    label_encoders[column] = LabelEncoder()
    df[column] = label_encoders[column].fit_transform(df[column])

# Normalize numerical variables
scaler = StandardScaler()
df[df.select_dtypes(include=[np.number]).columns] = scaler.fit_transform(df.select_dtypes(include=[np.number]))

# Assuming 'defects' is the target variable
X = df.drop(columns=['defects'])
y = df['defects']

# Train a Random Forest model
model = RandomForestClassifier(n_estimators=100, random_state=42)
model.fit(X, y)

# Extract feature importances
importances = model.feature_importances_
indices = np.argsort(importances)[::-1]

# Print the feature ranking
print("Feature ranking:")
for i in range(X.shape[1]):
    print(f"{i + 1}. feature {X.columns[indices[i]]} ({importances[indices[i]]})")

# Visualize the feature importances
plt.figure(figsize=(15, 10))
plt.title("Feature Importances")
plt.bar(range(X.shape[1]), importances[indices], align="center")
plt.xticks(range(X.shape[1]), [X.columns[i] for i in indices], rotation=90)
plt.xlim([-1, X.shape[1]])
plt.show()

Feature ranking:
1. feature McCabeLineCount (0.10021919658558114)
2. feature QualityScore (0.04857155657837592)
3. feature CodeAge (0.042217453045950495)
4. feature HalsteadTotalOperatorsOperands (0.04088902749576158)
5. feature HalsteadEffort (0.03930373665583745)
6. feature McCabeCyclomaticComplexity (0.038851863249548556)
7. feature HalsteadIntelligence (0.03563944795699927)
8. feature HalsteadProgramLength (0.03257475026584339)
9. feature HalsteadTimeEstimator (0.03254310242304438)
10. feature HalsteadVolume (0.03179349750370882)
11. feature ComplexityEfficiency (0.03166392646347505)
12. feature TotalOperands (0.03165007113243538)
13. feature TeamSize (0.031558774706038926)
14. feature CodeQuality (0.03129705425900772)
15. feature OperandsPerOperator (0.03097916050928477)
16. feature BranchCount (0.03001588855389686)
17. feature UniqueOperands (0.029708167409829234)
18. feature TotalOperators (0.029461448101768963)
19. feature HalsteadDifficulty (0.02896771491748028)
20. feature OperatorToOperandRatio (0.028732439482813812)
21. feature HalsteadLineCountCode (0.02849006975536175)
22. feature CodeDensity (0.028468775247754447)
23. feature UniqueOperators (0.024220870208986677)
24. feature HalsteadB (0.02217774622160157)
25. feature McCabeDesignComplexity (0.021636714475477818)
26. feature HalsteadLineCountBlank (0.01978695852877128)
27. feature CodeLanguage (0.01931732381953246)
28. feature McCabeEssentialComplexity (0.018518090844881242)
29. feature CodeAndCommentRatio (0.012917842940430043)
30. feature CodeType (0.012716532739964485)
31. feature CodeSizeCategory (0.012560419280379903)
32. feature IsDeprecated (0.010137905398795633)
33. feature HalsteadLineCountComment (0.010056467463566627)
34. feature CommentDensity (0.008824702456619097)
35. feature HalsteadLineCountCodeAndComment (0.003531303321194694)


#!pip install xgboost
#!pip install shap

import xgboost as xgb
from sklearn.model_selection import train_test_split
import shap
import matplotlib.pyplot as plt


# Assuming 'defects' is the target variable
X = df.drop(columns=['defects'])
y = df['defects']
feature_names = X.columns

# Split the data into training and testing sets
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)

# Train an XGBoost regression model (adjust parameters as needed)
model = xgb.XGBRegressor(objective='reg:squarederror', n_estimators=100, random_state=42)
model.fit(X_train, y_train)


# 1. Feature Importance (Global)
importance = model.feature_importances_
sorted_idx = importance.argsort()
plt.barh(feature_names[sorted_idx], importance[sorted_idx])
plt.xlabel("Xgboost Feature Importance")
plt.xticks(rotation=90)
plt.ylabel("Feature")
plt.title("Feature Importance")
plt.show()

# # 2. Feature Importance (Local)
# explainer = shap.Explainer(model)
# shap_values = explainer(X_train)
# shap.plots.bar(shap_values)
# plt.show()

# # 2. Tree Visualization
# # Visualize a single tree (e.g., the first tree)
# xgb.plot_tree(model, num_trees=0)
# plt.show()

# # 3. SHAP (Shapley Additive Explanations)
# explainer = shap.TreeExplainer(model)
# shap_values = explainer.shap_values(X_test)


# Summarize the effects of all features
#shap.summary_plot(shap_values, X_test, feature_names=feature_names, plot_type='bar')
#plt.show()

# # Explain a single prediction (e.g., the first instance in the test set)
# shap.force_plot(explainer.expected_value, shap_values[0,:], X_test[0,:], feature_names=feature_names)


from sklearn.ensemble import AdaBoostClassifier
from sklearn.tree import DecisionTreeClassifier
from sklearn.model_selection import train_test_split
from sklearn.metrics import accuracy_score

# Assuming 'defects' is the target variable and you've done necessary preprocessing
X = df.drop(columns=['defects'])
y = df['defects']

# Split the data into training and testing sets
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)

# Create a decision tree as the base estimator (you can customize it)
base_estimator = DecisionTreeClassifier(max_depth=1)

# Create an AdaBoost classifier
model = AdaBoostClassifier(base_estimator=base_estimator, n_estimators=50, random_state=42)  # Adjust n_estimators as needed

# Train the model
model.fit(X_train, y_train)

# Make predictions on the test set
y_pred = model.predict(X_test)

# Evaluate the model
accuracy = accuracy_score(y_test, y_pred)
print("Accuracy:", accuracy)

# # Get feature importances
# importances = model.feature_importances_
# feature_names = X.columns

# Sort feature importances in descending order
indices = np.argsort(importances)[::-1]

# Print top k features (e.g., top 10)
k = 15
print("Top {} features:".format(k))
for i in range(k):
    print("{}. {} ({})".format(i + 1, feature_names[indices[i]], importances[indices[i]]))

# Get feature importances
importances = model.feature_importances_
feature_names = X.columns

# Sort feature importances in descending order
indices = np.argsort(importances)[::-1]

# Plot feature importances
plt.figure(figsize=(12, 6))
plt.title("Feature Importances (AdaBoost)")
plt.bar(range(X.shape[1]), importances[indices], align="center")
plt.xticks(range(X.shape[1]), [feature_names[i] for i in indices], rotation=90)
plt.xlim([-1, X.shape[1]])
plt.tight_layout()
plt.show()

/Users/divesh.gandhi/anaconda3/lib/python3.11/site-packages/sklearn/ensemble/_base.py:156: FutureWarning: `base_estimator` was renamed to `estimator` in version 1.2 and will be removed in 1.4.
  warnings.warn(

Accuracy: 0.8364443284166558
Top 15 features:
1. McCabeLineCount (0.10021919658558114)
2. QualityScore (0.04857155657837592)
3. CodeAge (0.042217453045950495)
4. HalsteadTotalOperatorsOperands (0.04088902749576158)
5. HalsteadEffort (0.03930373665583745)
6. McCabeCyclomaticComplexity (0.038851863249548556)
7. HalsteadIntelligence (0.03563944795699927)
8. HalsteadProgramLength (0.03257475026584339)
9. HalsteadTimeEstimator (0.03254310242304438)
10. HalsteadVolume (0.03179349750370882)
11. ComplexityEfficiency (0.03166392646347505)
12. TotalOperands (0.03165007113243538)
13. TeamSize (0.031558774706038926)
14. CodeQuality (0.03129705425900772)
15. OperandsPerOperator (0.03097916050928477)


# Univaritate analysis
import seaborn as sns


# For a numerical feature
sns.histplot(df['McCabeLineCount'], kde=True)
plt.title("Distribution of McCabeLineCount")
plt.show()

# For a categorical feature
sns.countplot(x='defects', data=df)
plt.title("Count of defects")
plt.show()


# Picking top 5 features based on Random forest

import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns

# Assuming 'df' is your DataFrame containing these features

features = ['McCabeLineCount', 'QualityScore', 'HalsteadEffort', 'HalsteadIntelligence', 'McCabeCyclomaticComplexity','CodeAge']

for feature in features:
    # Descriptive statistics
    print(f"\nDescriptive Statistics for {feature}:")
    print(df[feature].describe())

    # Histogram
    plt.figure()
    sns.histplot(df[feature], kde=True)
    plt.title(f"Distribution of {feature}")
    plt.xlabel(feature)
    plt.ylabel("Frequency")
    plt.show()

    # Box plot
    plt.figure()
    sns.boxplot(y=df[feature])
    plt.title(f"Box Plot of {feature}")
    plt.ylabel(feature)
    plt.show()

Descriptive Statistics for McCabeLineCount:
count    3.830300e+04
mean    -4.240662e-15
std      1.000013e+00
min     -8.218793e-01
25%     -5.113111e-01
50%     -2.941514e-01
75%      1.395815e-01
max      3.189944e+01
Name: McCabeLineCount, dtype: float64

Descriptive Statistics for QualityScore:
count    3.830300e+04
mean     5.936185e-18
std      1.000013e+00
min     -9.116850e-01
25%     -5.626059e-01
50%     -2.118279e-01
75%      1.466685e-01
max      4.850648e+00
Name: QualityScore, dtype: float64

Descriptive Statistics for HalsteadEffort:
count    3.830300e+04
mean     1.053673e-16
std      1.000013e+00
min     -5.432951e-01
25%     -5.062054e-01
50%     -3.958019e-01
75%      3.246294e-02
max      7.214189e+00
Name: HalsteadEffort, dtype: float64

Descriptive Statistics for HalsteadIntelligence:
count    3.830300e+04
mean    -8.273557e-17
std      1.000013e+00
min     -1.318339e+00
25%     -5.065942e-01
50%     -1.360202e-01
75%      2.098775e-01
max      5.994482e+00
Name: HalsteadIntelligence, dtype: float64

Descriptive Statistics for McCabeCyclomaticComplexity:
count    3.830300e+04
mean    -1.351410e-16
std      1.000013e+00
min     -5.881959e-01
25%     -4.280817e-01
50%     -2.679675e-01
75%      5.226086e-02
max      1.446254e+01
Name: McCabeCyclomaticComplexity, dtype: float64

Descriptive Statistics for CodeAge:
count    3.830300e+04
mean     1.855058e-17
std      1.000013e+00
min     -2.398034e+00
25%     -4.996148e-01
50%      1.381023e-01
75%      4.269578e-01
max      3.153215e+00
Name: CodeAge, dtype: float64


# Correlation matrix
correlation_matrix = df[features].corr()
plt.figure()
sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm')
plt.title("Correlation Matrix")
plt.show()


import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns

#features = ['McCabeLineCount', 'QualityScore', 'HalsteadEffort', 'HalsteadTotalOperatorsOperands', 'McCabeCyclomaticComplexity']

for feature in features:
    # Box plot
    plt.figure()
    sns.boxplot(x='defects', y=feature, data=df)
    plt.title(f"Box Plot of {feature} by Defect")
    plt.xlabel("Defect")
    plt.ylabel(feature)
    plt.show()

    # Violin plot
    plt.figure()
    sns.violinplot(x='defects', y=feature, data=df)
    plt.title(f"Violin Plot of {feature} by Defect")
    plt.xlabel("Defect")
    plt.ylabel(feature)
    plt.show()


#  #Function to get pairs of moderately correlated features
# def get_moderately_correlated_features(corr_matrix, lower_threshold=0.5, upper_threshold=0.8):
#     correlated_pairs = []
#     for i in range(len(corr_matrix.columns)):
#         for j in range(i):
#             if lower_threshold < abs(corr_matrix.iloc[i, j]) < upper_threshold:
#                 correlated_pairs.append((corr_matrix.columns[i], corr_matrix.columns[j], corr_matrix.iloc[i, j]))
#     return correlated_pairs

# # Get and print moderately correlated feature pairs (correlation between 0.5 and 0.8)
# moderate_threshold_pairs = get_moderately_correlated_features(correlation_matrix, lower_threshold=0.5, upper_threshold=0.8)
# print("Features with correlation values between 0.5 and 0.8:")
# for pair in moderate_threshold_pairs:
#     print(f"{pair[0]} and {pair[1]}: {pair[2]:.2f}")


import pandas as pd
import matplotlib.pyplot as plt
from sklearn.decomposition import PCA
from sklearn.preprocessing import StandardScaler

# Assuming 'df' is your DataFrame containing the numerical features

X = df.drop(columns=['defects'])
#y = df['defects']

# Scale the numerical features (important for PCA)
scaler = StandardScaler()
scaled_data = scaler.fit_transform(X)

# Apply PCA (reduce to 2 components for visualization)
pca = PCA(n_components=2)
principal_components = pca.fit_transform(scaled_data)

# # Create a new DataFrame with principal components and defect
pca_df = pd.DataFrame(data=principal_components, columns=['PC1', 'PC2'])
#pca_df['defects'] = df['defects']

# Visualize with scatter plot
plt.figure()
sns.scatterplot(x='PC1', y='PC2', hue=df['defects'], data=pca_df)
plt.xlabel('PC1')
plt.ylabel('PC2')
plt.title("PCA Visualization with Defect Categories")
plt.show()


# import pandas as pd
# import matplotlib.pyplot as plt
# from sklearn.manifold import TSNE
# from sklearn.preprocessing import StandardScaler

# # Assuming 'df' is your DataFrame and 'features' is a list of numerical features
# features = ['McCabeLineCount', 'QualityScore', 'HalsteadEffort',
#             'HalsteadTotalOperatorsOperands', 'McCabeCyclomaticComplexity']

# # Scale the features (important for t-SNE)
# scaler = StandardScaler()
# scaled_data = scaler.fit_transform(df[features])

# # Apply t-SNE (reduce to 2 dimensions)
# tsne = TSNE(n_components=2, random_state=10)  # Adjust random_state for reproducibility
# #tsne_components = tsne.fit_transform(scaled_data)

# # # Create a DataFrame with t-SNE components
# # tsne_df = pd.DataFrame(data=tsne_components, columns=['TSNE1', 'TSNE2'])

# # # Optionally, add other relevant columns (e.g., 'defect') for visualization
# # tsne_df['defect'] = df['defect']

# # # Visualize with scatter plot
# # plt.figure()
# # sns.scatterplot(x='TSNE1', y='TSNE2', hue='defect', data=tsne_df)  # Color points by 'defect' if available
# # plt.title("t-SNE Visualization")
# # plt.show()


from sklearn.manifold import Isomap

# # Create an Isomap object
# isomap = Isomap(n_components=2, n_neighbors=10)  # Adjust n_neighbors as needed

# # Apply Isomap to the scaled data
# X_isomap = isomap.fit_transform(scaled_data)

# # Create a DataFrame for visualization
# isomap_df = pd.DataFrame(data=X_isomap, columns=['Isomap1', 'Isomap2'])
# isomap_df['defects'] = y

# # Visualize the Isomap embedding
# plt.figure()
# sns.scatterplot(x='Isomap1', y='Isomap2', hue=df['defects'], data=isomap_df, palette='viridis')
# plt.title("Isomap Embedding of Digits Dataset")
# plt.show()


# from imblearn.over_sampling import SMOTE

# X = df.drop(columns=['defects'])
# y = df['defects']

# oversample = SMOTE()
# X_resampled, y_resampled = oversample.fit_resample(X, y)


# sns.countplot(x=y_resampled)
# plt.title('Class Distribution After SMOTE')
# plt.show()


from sklearn.linear_model import LogisticRegression
from sklearn.model_selection import train_test_split
from sklearn.metrics import confusion_matrix, classification_report

# # Assuming 'defect' is binary (0 or 1)
X_resampled = df.drop(columns=['defects'])
y_resampled = df['defects']

X_train, X_test, y_train, y_test = train_test_split(X_resampled, y_resampled, test_size=0.4, random_state=42)

model = LogisticRegression()
model.fit(X_train, y_train)

# Print coefficients
print("Coefficients:", model.coef_)

# Predict on the test set
y_pred = model.predict(X_test)

# Calculate the confusion matrix
cm = confusion_matrix(y_test, y_pred)
print("Confusion Matrix:\n", cm)

# Generate the classification report
report = classification_report(y_test, y_pred)
print("\nClassification Report:\n", report)

Coefficients: [[ 9.49162153e-01  9.83495182e-03  3.58870470e-04 -1.46837491e-02
  -2.87683707e-02  4.25199116e-02 -7.29017866e-02 -8.84043920e-02
   1.28169954e-02  8.72871561e-02 -4.26761451e-02  4.56254034e-02
  -2.16648396e-02 -1.66264959e-02  3.86360429e-02  3.33833985e-02
  -2.59104941e-02  2.06444647e-02  5.46651472e-02  4.77993073e-04
   1.07491478e-01 -6.13871664e-02  1.05956461e-02  3.99407550e-02
  -5.70107469e-03 -1.20237874e-02  2.97284744e-02 -2.22444642e-02
   2.47619788e-02  1.49927654e-02  1.06310514e-02 -1.36591861e-02
   3.06418606e-02 -2.32455421e-02  1.57138285e-04]]
Confusion Matrix:
 [[12272   290]
 [ 2125   635]]

Classification Report:
               precision    recall  f1-score   support

       False       0.85      0.98      0.91     12562
        True       0.69      0.23      0.34      2760

    accuracy                           0.84     15322
   macro avg       0.77      0.60      0.63     15322
weighted avg       0.82      0.84      0.81     15322


from sklearn.model_selection import train_test_split


X_train, X_test, y_train, y_test = train_test_split(X_resampled, y_resampled, test_size=0.2, random_state=42)
from sklearn.naive_bayes import GaussianNB

# Initialize the Gaussian Naive Bayes classifier
model = GaussianNB()

# Train the model
model.fit(X_train, y_train)
from sklearn.metrics import accuracy_score, classification_report

# Predict on the test set
y_pred = model.predict(X_test)

# Evaluate the model
accuracy = accuracy_score(y_test, y_pred)
report = classification_report(y_test, y_pred)

print("Accuracy:", accuracy)
print("\nClassification Report:\n", report)

Accuracy: 0.7709176347735283

Classification Report:
               precision    recall  f1-score   support

       False       0.87      0.85      0.86      6230
        True       0.40      0.43      0.41      1431

    accuracy                           0.77      7661
   macro avg       0.63      0.64      0.64      7661
weighted avg       0.78      0.77      0.77      7661


df_test = pd.read_csv('test_data.csv')
column_data = df_test['id']
column_df = pd.DataFrame(column_data)
column_df.to_csv('submissions.csv', index=False)  # Replace 'column_data.csv' with your desired file name

df_test.drop('id', axis=1, inplace=True)
df_test.shape

(32056, 35)


# Define threshold to drop columns with more than 50% missing values
threshold = len(df_test) * 0.5

# Drop columns with excessive missing values
df_test_dropped = df_test.dropna(thresh=threshold, axis=1)

# Fill missing values in numerical columns with the median
test_numerical_cols = df_test_dropped.select_dtypes(include=['float64', 'int64']).columns
df_test_dropped[test_numerical_cols] = df_test_dropped[test_numerical_cols].apply(lambda x: x.fillna(x.median()), axis=0)
df_test.describe()

# pre - processing
test_numerical_cols_arr = ["HalsteadDifficulty", "HalsteadLineCountBlank", "UniqueOperators", "OperatorToOperandRatio", "ComplexityEfficiency", "CodeAndCommentRatio"]

def test_convert_to_float(value):
        df_test[value] = df_test[value].astype(float)
        df_test[value].replace([np.inf, -np.inf], np.nan, inplace=True)
        df_test[value].replace('nan', np.nan, inplace=True)
        df_test[value].replace('NAN', np.nan, inplace=True)
        df_test[value].fillna(df_test[value].median(), inplace=True)

for col in test_numerical_cols:
    test_convert_to_float(col)

for i in test_numerical_cols_arr:
  test_convert_to_float(i)

# Fill missing values with the mode for each categorical column
#categorical_cols = df_test.select_dtypes(include=['object', 'category', 'bool']).columns
test_categorical_cols = df_test.select_dtypes(include=['object', 'category']).columns
print(test_categorical_cols)

# Replace missing values in categorical columns with the mode
for column in test_categorical_cols:
    df_test[column].replace('nan', np.nan, inplace=True)
    df_test[column].replace('NAN', np.nan, inplace=True)
    df_test[column].fillna(df_test[column].mode()[0], inplace=True)
    #df_test.dropna(inplace=True)

print(df_test.isnull().sum())

Index(['CodeLanguage', 'CodeSizeCategory', 'CodeType'], dtype='object')
McCabeLineCount                    0
McCabeCyclomaticComplexity         0
McCabeEssentialComplexity          0
McCabeDesignComplexity             0
HalsteadTotalOperatorsOperands     0
HalsteadVolume                     0
HalsteadProgramLength              0
HalsteadDifficulty                 0
HalsteadIntelligence               0
HalsteadEffort                     0
HalsteadB                          0
HalsteadTimeEstimator              0
HalsteadLineCountCode              0
HalsteadLineCountComment           0
HalsteadLineCountBlank             0
HalsteadLineCountCodeAndComment    0
UniqueOperators                    0
UniqueOperands                     0
TotalOperators                     0
TotalOperands                      0
BranchCount                        0
CodeDensity                        0
OperatorToOperandRatio             0
CommentDensity                     0
ComplexityEfficiency               0
OperandsPerOperator                0
CodeAndCommentRatio                0
CodeAge                            0
CodeLanguage                       0
CodeSizeCategory                   0
CodeType                           0
CodeQuality                        0
QualityScore                       0
IsDeprecated                       0
TeamSize                           0
dtype: int64

/Users/divesh.gandhi/anaconda3/lib/python3.11/site-packages/numpy/lib/function_base.py:4573: RuntimeWarning: invalid value encountered in subtract
  diff_b_a = subtract(b, a)


def test_remove_nan(column):

  df_test[column].replace('nan', np.nan, inplace=True)
  df_test[column].replace('NAN', np.nan, inplace=True)
  df_test[column].fillna(df_test[column].mode()[0], inplace=True)
  #df.dropna(inplace=True)

#categorical_feature_arr = ["defects","CodeType", "CodeSizeCategory","CodeLanguage"]

for i in test_categorical_cols:
  test_remove_nan(i)

def drop_na(df_test, col):
  df_test[col].fillna(df_test[col].mode()[0], inplace=True)
  df.dropna(inplace=True)
  df_test = df_test.dropna(subset=[col])

#for i in categorical_cols:
  #drop_na(df, i)
    
# Fill missing values with the mean
df_test[test_numerical_cols] = df_test[test_numerical_cols].fillna(df_test[test_numerical_cols].median())
df_test.head(20)

# Pre-processing - to lower
def test_to_lower(cols):
  df_test[cols]= df_test[cols].astype(str)
  df_test[cols]= df_test[cols].str.lower()
  df_test[cols].head()

for i in test_categorical_cols:
    test_to_lower(i)

def test_value_counts(cols):
  df_test[cols].value_counts()
  print(df_test[cols].value_counts())

for i in test_categorical_cols:
  test_value_counts(i)

def test_value_counts_plot(cols):
  df_test[cols].value_counts(normalize=False).plot(kind="bar")
  #plt.ylim(0, 20000)
  plt.show()

#test_value_counts_plot('defects')

# One-Hot Encoding for categorical columns
#df_encoded = pd.get_dummies(df, columns=categorical_cols, drop_first=True)
#df_encoded.head()

from sklearn.preprocessing import LabelEncoder

def test_label_encoding(value):
   le=LabelEncoder()
   df_test[value]=le.fit_transform(df_test[value])

for i in test_categorical_cols:
  test_label_encoding(i)

from sklearn.preprocessing import StandardScaler  # Import StandardScaler
# Normalize numerical variables
scaler = StandardScaler()
df_test[df_test.select_dtypes(include=[np.number]).columns] = scaler.fit_transform(df_test.select_dtypes(include=[np.number]))

CodeLanguage
java          6455
c++           6446
python        6434
ruby          6421
javascript    6300
Name: count, dtype: int64
CodeSizeCategory
large     15139
medium     8467
small      8450
Name: count, dtype: int64
CodeType
library                13632
desktop application     9247
web application         9177
Name: count, dtype: int64


#Picking features with highest variability
high_variability_features = ["McCabeLineCount", "HalsteadEffort", "HalsteadVolume", "HalsteadTotalOperatorsOperands","HalsteadTimeEstimator","HalsteadIntelligence","CodeAge"]
# Skewness
def test_calculate_skewness(column):
  skewness_value = df_test[column].skew()
  print(f"Skewness of {column}: {skewness_value}")

for i in high_variability_features:
  test_calculate_skewness(i)

import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns

# Apply log transformation (adding 1 to avoid log(0) issues)
for feature in high_variability_features:
    df_test[feature] = np.log1p(df_test[feature])

# Calculate skewness for each transformed feature
test_skewness_after_log = df_test[high_variability_features].skew()

# Print the results
print(test_skewness_after_log)

#Outlier detection
import pandas as pd
import numpy as np
from scipy import stats

# Calculate Z-scores for each numerical feature
z_scores = np.abs(stats.zscore(df_test[test_numerical_cols]))

# Set a threshold for outlier detection (e.g., 3 standard deviations)
threshold = 3

# Identify outliers
outlier_indices = (z_scores > threshold).any(axis=1)
outliers = df_test[outlier_indices]

print("Number of outliers detected:", outliers.shape[0])
print(outliers)

# Drop outliers (inplace modification)
#df_test.drop(outliers.index, inplace=True)

print("Shape of DataFrame after removing outliers:", df_test.shape)

Skewness of McCabeLineCount: 21.52143160485699
Skewness of HalsteadEffort: 121.6320151431817
Skewness of HalsteadVolume: 156.96283529345047
Skewness of HalsteadTotalOperatorsOperands: 134.89778321627676
Skewness of HalsteadTimeEstimator: 133.69609534783726
Skewness of HalsteadIntelligence: 40.33200632916248
Skewness of CodeAge: 37.76060168910325
McCabeLineCount                    6.010329
HalsteadEffort                    17.651145
HalsteadVolume                    18.789192
HalsteadTotalOperatorsOperands    21.226412
HalsteadTimeEstimator             18.744025
HalsteadIntelligence               6.895351
CodeAge                            4.328179
dtype: float64
Number of outliers detected: 5486
       McCabeLineCount  McCabeCyclomaticComplexity  McCabeEssentialComplexity  \
2            -0.141085                    4.228819                   0.951754   
17            1.230317                   -0.140968                  -0.064976   
29           -0.141415                    0.900536                   0.069988   
45           -0.140993                   -0.107006                  -0.067976   
46           -0.141336                   -0.186250                  -0.073974   
...                ...                         ...                        ...   
32032        -0.140189                   -0.140968                   0.030998   
32033        -0.140650                   -0.129647                  -0.064976   
32034        -0.140703                   -0.095685                  -0.061977   
32038        -0.141283                   -0.186250                  -0.073974   
32045        -0.141257                   -0.152288                  -0.073974   

       McCabeDesignComplexity  HalsteadTotalOperatorsOperands  HalsteadVolume  \
2                   -0.066386                       -0.028213       -0.025831   
17                   0.555944                        1.789373        0.183916   
29                  -0.073418                       -0.029358       -0.027910   
45                  -0.052322                       -0.025891       -0.022089   
46                  -0.069902                       -0.028889       -0.026871   
...                       ...                             ...             ...   
32032               -0.069902                       -0.023282       -0.018891   
32033               -0.062870                       -0.024940       -0.026871   
32034               -0.059354                       -0.025684       -0.026871   
32038               -0.069902                       -0.028247       -0.025952   
32045               -0.073418                       -0.028681       -0.026830   

       HalsteadProgramLength  HalsteadDifficulty  HalsteadIntelligence  \
2                  -0.078896           -0.027182             -0.110551   
17                 -0.079527            0.082230             -0.111114   
29                  0.582353           -0.262279              0.262982   
45                 -0.080790            0.369654             -0.110868   
46                 -0.075738           -0.239996             -0.110534   
...                      ...                 ...                   ...   
32032              -0.082053            1.448748             -0.111624   
32033              -0.080790            0.388933             -0.100844   
32034              -0.080159            5.446403              0.099452   
32038               0.275412           -0.121571              0.832201   
32045              -0.080159           -0.199311             -0.081311   

       HalsteadEffort  ...  OperandsPerOperator  CodeAndCommentRatio  \
2           -0.034087  ...            -0.187472            -0.040262   
17          -0.033080  ...            -0.187910            -0.193894   
29          -0.035458  ...            -0.242666             0.205550   
45          -0.027290  ...            -0.236953            -0.113420   
46          -0.035157  ...            -0.159269            -0.057820   
...               ...  ...                  ...                  ...   
32032        0.113660  ...            -0.224385             5.824112   
32033       -0.023432  ...            -0.204204            -0.113420   
32034        0.457694  ...             0.374133             0.899091   
32038       -0.034294  ...            -0.226538            -0.113420   
32045       -0.024273  ...             0.431276            -0.113420   

        CodeAge  CodeLanguage  CodeSizeCategory  CodeType  CodeQuality  \
2     -0.149723      1.413084         -0.951052  1.321940    -0.274236   
17     0.489766     -0.704197         -0.951052 -1.316179    -0.086286   
29    -0.149723      1.413084          0.250782 -1.316179     1.375555   
45    -0.084719      0.707324          1.452616  0.002880    -0.086286   
46     0.724650      1.413084         -0.951052  1.321940     0.435800   
...         ...           ...               ...       ...          ...   
32032 -0.140438      0.001563          1.452616  0.002880     1.208488   
32033  0.598761      0.001563         -0.951052  1.321940    -0.128052   
32034 -0.122123     -1.409958         -0.951052 -1.316179    -0.107169   
32038 -0.149723      0.001563          0.250782 -1.316179    -0.253353   
32045 -0.231321      0.001563         -0.951052 -1.316179     4.821322   

       QualityScore  IsDeprecated   TeamSize  
2         -0.202506     -0.234155  -0.113120  
17         0.239514     -0.234155  -0.060642  
29        -0.179706     -0.024932  -0.098126  
45        -0.192336     -0.234155  -0.090629  
46        -0.054158     -0.234155  30.099213  
...             ...           ...        ...  
32032     -0.304489     -0.234155  -0.083132  
32033     -0.300943     -0.234155   4.729850  
32034     -0.287813     -0.234155  -0.083132  
32038     -0.203280     -0.234155   0.209245  
32045     -0.043740     -0.234155   0.029321  

[5486 rows x 35 columns]
Shape of DataFrame after removing outliers: (32056, 35)


from sklearn.ensemble import RandomForestClassifier

X = df.drop(columns=['defects'])
y = df['defects']

# Assuming you have X_train, X_test, y_train, y_test
#X_train, X_test, y_train, y_test = train_test_split(X_resampled, y_resampled, test_size=0.2, random_state=42)

# Initialize the Random Forest Classifier
rf_classifier = RandomForestClassifier(n_estimators=100, random_state=42)  # Adjust n_estimators as needed

# Train the model
rf_classifier.fit(X, y)

RandomForestClassifier(random_state=42)

RandomForestClassifier(random_state=42)


df_copy.head()


#from sklearn.metrics import accuracy_score, classification_report

#features = df_test.columns
#X_test = features
#X_test = df_test.columns
df_test.head()

y_pred = rf_classifier.predict(df_test)
print(len(y_pred))

import csv

# Assuming 'new_column_data' is a list of values you want to add as a new column
# and 'existing_csv_file.csv' is the path to your existing CSV file

with open('submissions.csv', 'r') as infile, open('temp_file.csv', 'w', newline='') as outfile:
    reader = csv.reader(infile)
    writer = csv.writer(outfile)
    
    # Write header (if needed)
    header = next(reader)  # Read the existing header
    header.append('defects')  # Add the new column name
    writer.writerow(header)
    
    # Append data row by row
    for row, new_value in zip(reader, y_pred):
        row.append(new_value)
        writer.writerow(row)

# Replace the original CSV file with the updated one
import os
os.replace('temp_file.csv', 'submissions.csv')

# Assuming 'df' is your original DataFrame and 'df_copy' is the modified copy
#test_ids = df[df['id'].isin(df_copy['id'])]['id']



# # Store IDs of the test set
# test_ids = df.loc[df_copy['id'], 'id']

# # Create a DataFrame with IDs and their corresponding predictions
# predictions_df = pd.DataFrame({'id': test_ids, 'defects': y_pred})

#predictions_df.to_csv('submissions.csv', index=False)
# # Evaluate the model
# accuracy = accuracy_score(y_test, y_pred)
# report = classification_report(y_test, y_pred)

# print("Accuracy:", accuracy)
# print("\nClassification Report:\n", report)

32056

	McCabeLineCount	McCabeCyclomaticComplexity	McCabeEssentialComplexity	McCabeDesignComplexity	HalsteadTotalOperatorsOperands	HalsteadVolume	HalsteadProgramLength	HalsteadDifficulty	HalsteadIntelligence	HalsteadEffort	...	OperandsPerOperator	CodeAndCommentRatio	CodeAge	CodeLanguage	CodeSizeCategory	CodeType	CodeQuality	QualityScore	IsDeprecated	TeamSize
0	8.0	2.0	1.0	1.0	18.0	66.61	0.18	5.63	25.77	374.67	...	0.384615	10.000000	49.0	JAVA	large	Web Application	1.0	0.228319	1.0	4.0
1	85293.0	4.0	4.0	1.0	3321.0	13848.57	0.06	15.44	10.91	2970.00	...	0.826087	10.000000	64.0	Ruby	Medium	Library	8.0	0.792022	1.0	6.0
2	14.0	2.0	1.0	2.0	35.0	151.27	0.14	7.31	19.75	1078.11	...	0.590909	10.000000	70.0	ruby	Large	Desktop Application	3.0	0.725787	5.0	4.0
3	19.0	3.0	1.0	3.0	38.0	266.89	0.13	7.50	21.51	1314.81	...	0.652174	5.500000	75.0	Python	Large	Desktop Application	30.0	3.532268	0.0	10.0
4	8.0	3.0	1.0	1.0	24.0	98.10	0.11	9.90	8.40	629.47	...	0.846154	10.000000	216.0	Python	Small	Web Application	16.0	0.732659	1.0	9.0
5	24.0	6.0	36.0	72.0	56.0	260.06	0.09	10.29	26.35	15003.25	...	6.818182	10.000000	460.0	C++	Medium	Web Application	35.0	4.615560	0.0	8.0
6	29.0	3.0	1.0	3.0	65.0	318.95	0.09	11.00	26.07	3170.72	...	3.333333	110.000000	100.0	Python	Small	Library	10.0	0.580946	0.0	6.0
7	34.0	11.0	7.0	11.0	0.0	0.00	0.00	0.00	0.00	0.00	...	0.714286	10.000000	10.0	C++	Medium	Desktop Application	6.0	0.018606	0.0	9.0
8	295245.0	6.0	180.0	2.0	149.0	787.52	0.06	16.69	44.86	13685.29	...	0.752941	4.428571	34.0	C++	Medium	Library	4.0	0.027295	0.0	1.0
9	17.0	1.0	1.0	1.0	3969.0	18655.92	0.09	11.50	19.68	2806.18	...	0.884615	5.000000	51.0	C++	Large	Library	2.0	0.948438	0.0	7.0
10	18.0	3.0	3.0	1.0	42.0	189.99	0.08	113.13	137.43	191509.92	...	3.076923	10.000000	448.0	JavaScript	Medium	Web Application	240.0	2.828627	0.0	9.0
11	80.0	8.0	4.0	3.0	0.0	0.00	0.00	0.00	0.00	0.00	...	0.714286	10.000000	64.0	PYTHON	Medium	Desktop Application	4.0	0.599112	0.0	2.0
12	15.0	3.0	1.0	2.0	54.0	262.37	0.07	13.36	20.34	3518.46	...	0.718750	10.000000	75.0	Java	Medium	Desktop Application	4.0	0.324267	1.0	9.0
13	19.0	4.0	4.0	2.0	48.0	240.00	0.12	8.50	26.67	2160.00	...	0.607143	10.000000	48.0	JavaScript	Large	Desktop Application	5.0	0.515314	0.0	7.0
14	41.0	5.0	1.0	2.0	145.0	805.42	0.05	20.86	37.69	13248.25	...	0.746988	10.000000	14.0	Python	Medium	Web Application	5.0	0.653820	1.0	7.0
15	25.0	2.0	36.0	72.0	119.0	605.41	0.06	16.35	38.07	14346.93	...	0.808824	10.000000	71.0	Ruby	medium	Library	1.0	0.395648	0.0	4.0
16	14.0	1.0	1.0	1.0	35.0	130.80	0.14	7.31	19.25	956.47	...	0.590909	10.000000	75.0	JavaScript	Large	LIBRARY	7.0	0.782945	1.0	3.0
17	10.0	2.0	1.0	2.0	30.0	131.77	0.15	6.50	19.75	833.99	...	6.882353	10.000000	16.0	C++	Medium	Web Application	9.0	1.894633	1.0	9.0
18	96.0	5.0	1.0	1.0	623.0	3805.61	0.02	49.59	76.74	188720.24	...	0.720994	14.200000	14.0	Ruby	Large	Library	7.0	1.735971	1.0	4.0
19	88.0	18.0	10.0	12.0	300.0	266.89	0.04	27.62	68.92	64327.33	...	0.772152	5.333333	22.0	C++	Large	web application	7.0	0.012886	1.0	8.0

	McCabeLineCount	McCabeCyclomaticComplexity	McCabeEssentialComplexity	McCabeDesignComplexity	HalsteadTotalOperatorsOperands	HalsteadVolume	HalsteadProgramLength	HalsteadIntelligence	HalsteadEffort	HalsteadB	...	BranchCount	CodeDensity	CommentDensity	OperandsPerOperator	CodeAndCommentRatio	CodeAge	CodeQuality	QualityScore	IsDeprecated	TeamSize
count	6.209900e+04	6.209900e+04	6.209900e+04	6.209900e+04	6.209900e+04	6.209900e+04	6.209900e+04	6.209900e+04	6.209900e+04	6.209900e+04	...	62099.000000	6.209900e+04	6.209900e+04	6.209900e+04	6.209900e+04	6.209900e+04	6.209900e+04	6.209900e+04	6.209900e+04	6.209900e+04
mean	-2.025251e-17	3.203787e-18	-1.075557e-17	-3.432629e-18	-4.347997e-18	1.144210e-17	-6.064311e-18	-2.974945e-18	3.890313e-18	-1.144210e-18	...	0.000000	6.521995e-18	-5.721048e-18	-1.189978e-17	7.351547e-18	-2.746103e-18	5.492206e-18	5.148943e-18	1.830735e-18	-3.661471e-18
std	1.000008e+00	1.000008e+00	1.000008e+00	1.000008e+00	1.000008e+00	1.000008e+00	1.000008e+00	1.000008e+00	1.000008e+00	1.000008e+00	...	1.000008	1.000008e+00	1.000008e+00	1.000008e+00	1.000008e+00	1.000008e+00	1.000008e+00	1.000008e+00	1.000008e+00	1.000008e+00
min	-1.561692e-01	-3.007084e-01	-2.263591e-01	-2.530946e-01	-3.060974e-01	-3.108485e-01	-2.275874e-01	-4.023293e-01	-2.613299e-01	-2.278581e-01	...	-0.394742	-6.086017e-01	-2.718525e-01	-7.878782e-01	-7.448820e-01	-8.524661e-01	-6.644222e-01	-7.485464e-01	-5.888097e-01	-5.385445e-01
25%	-1.550492e-01	-2.661789e-01	-2.263591e-01	-2.255859e-01	-2.806203e-01	-2.738998e-01	-2.050642e-01	-2.775582e-01	-2.548791e-01	-2.114876e-01	...	-0.351842	-3.789727e-01	-2.718525e-01	-4.076026e-01	-1.522116e-01	-4.729760e-01	-4.471025e-01	-5.079816e-01	-5.888097e-01	-4.410932e-01
50%	-1.541329e-01	-2.316495e-01	-2.263591e-01	-2.255859e-01	-2.530460e-01	-2.275276e-01	-1.825411e-01	-2.071342e-01	-2.351174e-01	-1.842035e-01	...	-0.266042	-2.844196e-01	-2.718525e-01	-3.464868e-01	-1.522116e-01	-2.281878e-01	-3.022227e-01	-2.685855e-01	6.660892e-02	-2.949164e-01
75%	-1.521987e-01	-1.280612e-01	-1.432433e-01	-1.980772e-01	-1.831708e-01	-1.610069e-01	-1.510087e-01	-1.262479e-01	-1.414790e-01	-1.078078e-01	...	-0.051542	-1.223285e-01	-2.718525e-01	-2.780290e-01	-1.522116e-01	-3.501279e-02	-8.490303e-02	-2.726374e-02	6.660892e-02	-1.487395e-01
max	8.871376e+00	9.816415e+00	3.465455e+01	2.150632e+01	1.095319e+01	1.015386e+01	1.801615e+01	8.739850e+00	1.330406e+01	2.354211e+01	...	15.606954	1.203450e+01	1.325996e+01	1.122777e+01	1.703523e+01	4.518871e+00	8.318125e+00	9.414772e+00	4.654539e+00	1.373806e+01

	McCabeLineCount	McCabeCyclomaticComplexity	McCabeEssentialComplexity	McCabeDesignComplexity	HalsteadTotalOperatorsOperands	HalsteadVolume	HalsteadProgramLength	HalsteadDifficulty	HalsteadIntelligence	HalsteadEffort	...	OperandsPerOperator	CodeAndCommentRatio	CodeAge	CodeLanguage	CodeSizeCategory	CodeType	CodeQuality	QualityScore	IsDeprecated	TeamSize
0	-0.155456	-0.266179	-0.226359	-0.253095	-0.286987	-0.290022	-0.146504	-0.447927	-0.205468	-0.257147	...	-0.550206	-0.152212	-0.455122	1	0	2	-0.664422	-0.558463	0.066609	-0.392368
1	6.404577	-0.197120	-0.143243	-0.253095	3.017039	3.622179	-0.200560	0.045417	-0.318559	-0.228191	...	-0.277400	-0.152212	-0.323050	4	1	1	-0.157343	-0.089081	0.066609	-0.294916
2	-0.154846	-0.266179	-0.226359	-0.225586	-0.268951	-0.263582	-0.164523	-0.363440	-0.251144	-0.249296	...	-0.422727	-0.152212	-0.271103	4	0	0	-0.519542	-0.144234	2.688284	-0.392368
3	-0.154337	-0.231649	-0.226359	-0.198077	-0.265769	-0.227528	-0.169027	-0.353885	-0.237771	-0.246655	...	-0.384869	-0.418913	-0.228188	3	0	0	1.436335	2.192657	-0.588810	-0.100014
4	-0.155456	-0.231649	-0.226359	-0.253095	-0.280620	-0.280183	-0.178036	-0.233189	-0.337776	-0.254303	...	-0.264999	-0.152212	0.860992	3	2	2	0.422176	-0.138512	0.066609	-0.148740

	id	McCabeLineCount	McCabeCyclomaticComplexity	McCabeEssentialComplexity	McCabeDesignComplexity	HalsteadTotalOperatorsOperands	HalsteadVolume	HalsteadProgramLength	HalsteadDifficulty	HalsteadIntelligence	...	OperandsPerOperator	CodeAndCommentRatio	CodeAge	CodeLanguage	CodeSizeCategory	CodeType	CodeQuality	QualityScore	IsDeprecated	TeamSize
0	56120	7	1	1	1.0	14	46.51	0.38	2.67	19.93	...	3.750000	inf	118.0	JAVA	Small	Library	4	0.461219	0.0	10
1	64981	8	3	1	NaN	25	100.00	0.11	8.75	12.00	...	0.666667	inf	72.0	C++	Medium	Library	3	0.396717	1.0	5
2	42984	37	392	343	3.0	89	461.25	0.06	17.27	26.45	...	0.780000	14.0	NaN	Ruby	NaN	Web Application	1	0.430680	0.0	2
3	54865	30	4	1	NaN	77	338.58	0.04	25.38	11.04	...	0.456522	30.0	29.0	java	Small	Library	10	0.362085	0.0	6
4	79712	19	6	1	2.0	56	233.52	0.06	17.5	NaN	...	0.600000	7.0	27.0	Python	Medium	Library	7	0.199284	1.0	1